{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#先导包\n",
    "import numpy as np\n",
    "from scipy.linalg import svd\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<PIL.Image.Image image mode=L size=1920x1080 at 0x7FC953423290> <class 'PIL.Image.Image'>\n"
     ]
    }
   ],
   "source": [
    "#加载图片\n",
    "image = Image.open('songhao.jpg') #读取图片\n",
    "image=image.convert('L')#image.convert('L')  转成灰度图\n",
    "print(image,type(image))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[143 143 143 ... 157 157 157]\n",
      " [143 143 143 ... 157 157 157]\n",
      " [144 144 144 ... 157 157 157]\n",
      " ...\n",
      " [ 36  35  33 ...  26  26  26]\n",
      " [ 36  35  33 ...  26  26  26]\n",
      " [ 36  35  33 ...  26  26  26]] <class 'numpy.ndarray'> (1080, 1920)\n"
     ]
    }
   ],
   "source": [
    "A = np.array(image)#转成nadarray的格式\n",
    "print(A,type(A),A.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示原图像\n",
    "plt.imshow(A, cmap=plt.cm.gray, interpolation='nearest')#cmap=plt.cm.gray表示显示成黑白\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-3.2923102e-02 -5.4025330e-02 -4.1303083e-02 ...  1.1047693e-05\n",
      "  -3.1826466e-03 -3.6943376e-03]\n",
      " [-3.2884076e-02 -5.4346085e-02 -4.1459382e-02 ...  8.6072795e-03\n",
      "   9.9000009e-03  4.1765743e-03]\n",
      " [-3.2851104e-02 -5.4593235e-02 -4.1773725e-02 ... -8.6111827e-03\n",
      "  -5.2361093e-03 -5.6984792e-03]\n",
      " ...\n",
      " [-1.8818269e-02 -7.0381355e-03 -3.6465067e-02 ... -1.8793079e-03\n",
      "   2.5780480e-02  1.5622232e-02]\n",
      " [-1.8867917e-02 -7.1689156e-03 -3.6441937e-02 ... -3.2810101e-03\n",
      "  -2.3814570e-02  3.4322864e-03]\n",
      " [-1.8869113e-02 -7.5818524e-03 -3.6547273e-02 ... -3.1587961e-03\n",
      "   9.4278511e-03 -5.1542590e-03]] <class 'numpy.ndarray'> (1080, 1080)\n",
      "[1.8329708e+05 3.8038512e+04 3.5516777e+04 ... 3.8482716e+00 3.6604393e+00\n",
      " 3.6049762e+00] <class 'numpy.ndarray'> (1080,)\n",
      "[[-0.01477396 -0.01481082 -0.01484558 ... -0.02036412 -0.02033456\n",
      "  -0.02031458]\n",
      " [-0.03080697 -0.03094388 -0.03121366 ... -0.00412472 -0.00313866\n",
      "  -0.00277273]\n",
      " [ 0.02025086  0.02034933  0.02042286 ...  0.02318677  0.02198316\n",
      "   0.02136619]\n",
      " ...\n",
      " [ 0.01782691  0.01204995 -0.00835965 ... -0.01555741  0.03448308\n",
      "  -0.00834502]\n",
      " [-0.01222005 -0.03937454  0.00749885 ... -0.00502978  0.00184072\n",
      "   0.0234298 ]\n",
      " [ 0.00236502 -0.01231366  0.0157946  ... -0.03381818  0.03847638\n",
      "  -0.00573181]] <class 'numpy.ndarray'> (1080, 1920)\n"
     ]
    }
   ],
   "source": [
    "p,s,q = svd(A, full_matrices=False)#矩阵A进行SVD分解  得到p s q\n",
    "print(p,type(p),p.shape)#<class 'numpy.ndarray'> (1080, 1080)\n",
    "print(s,type(s),s.shape)#<class 'numpy.ndarray'> (1080,)\n",
    "print(q,type(q),q.shape)#<class 'numpy.ndarray'> (1080, 1920)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 取前k个特征，对图像进行还原\n",
    "def get_image_feature(s, k):\n",
    "    # 对于S，只保留前K个特征值\n",
    "    s_temp = np.zeros(s.shape[0])#先生成跟S同等shape的0矩阵\n",
    "    s_temp[0:k] = s[0:k]#拿到前K个值\n",
    "    s = s_temp * np.identity(s.shape[0])#np.identity生成S长度的单位方阵 这样的乘法相当于把拿到前K个值的矩阵展开在了对角线上\n",
    "    # 用新的s_temp，以及p,q重构A\n",
    "    temp = np.dot(p,s)#这样又跟前面的p q乘法起来  相当于又重构回去了 \n",
    "    temp = np.dot(temp,q)\n",
    "    plt.imshow(temp, cmap=plt.cm.gray, interpolation='nearest')#这里再显示一下\n",
    "    plt.show()\n",
    "#     print(A-temp)#这里做个减法 看看差别在哪里"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UFVkwmb7ZMq/LdlCGvDb1h6t3EkSTJDFiTycoaUIC7bjIyDNKSHbPb5+bemK9o9NdVe496LPQK+fyx8qzV8abQqvAzsKs6iW7lm6ZD6+Ry9z44cQLQ8sEuOx3b1+2nxNNZgHS7SRU5g+rTxoIr1Mx0ZRROhLLxM6u6g8NJ/dZ5tUdoGloLmTzTEFw3DleSQI4XpUjtAyZw3ffGSE4v+597Adlm7rck3Ml8yq9kcfkMsDNzc2xXY4AHa2SxXKy04U6kqDP6zG6YR3MUxP0zfR3dna0u7s7Ps3VsjYgktz0dDbHjGAr3bVb6kIy/UxRGuyZaqGu5TOK3J6KNCRpIinjnJtz+tTPZPo5Tr1yr0E/O16Bc+/DQkH1CgcpAWCddvZ+V0Bm4KWy8nuu/t71ObHEPCxBv1oRs6rudQoVN0NeAgwdsVkoJx1pmGSRZNtMlWSOOhm96zo/P5/kWTM/7YlCOuDW2thmX9v72E+3n0DtNrN/vrYNmGkhjkFGLJXupuNaLq8fUe2VO8fHx+XKnWG4nWPICWeSGesTAZAl2b+dBckE54V4DWk6iUr5bm9vj2C/u7ur3d3dCdP3ec7He19G2tRLRqCZD88+WBf4iHD3h9e3LbkvTIf5cdSUAdm7dSfTPi6OcqyjPIbzYYyceD3qaq/ca9CXNOkMHQA7WqUpqu2rSs/guM8l2SY/meOunEe1PZ0Oj81jetspHwJhysvnzDnIdEhV25OpJ6NKB+q8/osXLybLBv19fHw8KvTp6enkWgawNDR/HJoPwzDmXSXp7OzsDiDR2JxGyIk/X6tijf6+urqaTEi6OBrlRK7r8+91SUWvEKz9ToXeck1P9DutQ8DI6IlOO1MmSawI5IxS3M8kPparHU/F9L0QwaBPmflDp+RrVGBX2QtBvgJ9l6yvhyeWq/WmtTbK21hUkYeMnpjekW6Xq7udFegzysqJ9l6596BPMOux/MyN5SoCH59Gti7zr87PQV/HgLMvvf3ZvlVAT0ZD5THLkKbpnSqVUEVSeQ1/V7/5P8ekcpickOW3V9oQoHyO9xksCPoELjJtAyLTAgYosvZ0Bgan1Dsa9irQd46dE3tMvXkbjdnnVuk/nkPjH4ZB5+fnOj8/19nZ2fjxC2EMSJRpXi+3EbzT4XFcuZ0fOtnKQTDS8DhubW1NlmxyNZHP4/hl5JpEjHoraRJNWsbUHY8PJ9npGDIKymXDjFoZWbqNjERTXxi5WOZuI/teRYBsV/UspCz3HvR7DFOqJ3FzknIdhj93vVXHkSkQ3KjolbPJyZwKcNdpB6/l+njziKRx0onA72NfNgqq2kVnxmNtDEydGLC5xNBph+VyqcPDwxHYLy4uJqB/cXFROhDL2H02gHgOwaBvw6ahLhaLCdNPFs/xJFslWFWTywZ9TqSen5+Pb2ZymmBnZ2eS5shoKSOvalwkTZj+6enpCPx58xsnqnsO3oW6QV1JnSHQez9Bj1GVV3ExxWLZWh5eJeNlx4xGLE+CL0GfIJ1RKve7jiQMdMgcF6724TZvt8NNXWHKJR2udYz/ezJPgpLpxiQCc+Xeg34qogfbysDJyQwxUxl74FalNKg0VRvIdHKCkUwy63KpUlVzwN9rczoXt83PLbFiMxdJ5cnrVQ6KCuXfNIhqnJIBmfFeXl5K0oSZStLJyYnOz891eno6gmSCPg3ebaNDcXrn8vJyXG/dWhuX+OVSTYfMBn3rFll8kgAfwz5nblq6BQTm9B89eqTd3d3x26/9JCh6bOYiwQQySTo8PBxfwfj666+Pr8vkZF+SDYOzZUvmy+vlvFqmb1KPM4fNaKFaSUU267SciQr3Mzr08VwcUKU+/N+64j4S9FknbwTLm9pMVlys04vFQsfHxzo8PJxgwcbGhvb29rRYLCYrqujwrBvpxBh9cn/ldD2edo7vatDPVEHF7Kv9PfBMYdB4uJ+sKNkrPW4em0rH/RmhcDsNca592Zfe/pSN655zelVdVShZyYXXrM7lhwZFQLRj8G9/c+27DYb1c7/r9nEEfd/YU/Wb8ufacY4Nj09Z0qHPgb7XXfN9p0kIKNtV459yuLi4mDhTM+qcpJY0Rj5MI/XYOwE/Jw1tZyQUmZfOvDv7xEjAURcnTCvQp5Mg6LsPTFdVBI52xojUdeb+ZOAkHf42oeHEOfvFcUsHxXbxY6yp5JS6536vQxrvNehnqcDT3zTGHmteh0Gvur6/q3CqCq9S8artbhsVeu76/J/9YwSU9WZU4f38ZnEfk+mn0vfqIltO2TCPL2lM56QjSCdR5e1d/NsMjLlXPl+G5zPtY/CyHKv5gsr4ErQNAgYC108g5CMyqrHsgX11jB2iQd9ytJOjs2U9XGGTdVcEiky0Yv7cb5aeEXj2NVNqdow5SWsdpM7wGOqYdYv/0ykQKOnwmBr1di7B9DwR22PG7vSdX0Sf4Ex9qq5NmeaHeseFIjmevSiR5V0B+gnu1f/eZ47hViWZQQ9oK6DPPH3WSaWnEnK/w8K85jry4X9O+tBoaagJNJUsetura/balgbJkJorWwxSnhg1WPu8vNHI21xsrAZ9rus2008GSOCrQJ8gw+uYhWW/2Z90VG6PV6ewL3SwZOBzsrVcfD0+SM3AX40Zvyt9y2MS1CknAjsZej7qI2VFAEvQ5zUT9DO9Mwf6TA1mJE4nzfFllEKd8LmZZ3d9ZPrWvwo7eiQwHWkCff7Out2fnF+qyr0H/YqtV+CfzKNS8FXgyUI2UDF0/ieQ+Fzur2bUbWwc4J6jYV3JlirlYZ3SbW4yDYj19q6X+9nHSrkIXpQPGb0ZuoHeDMo56IuLizFKmAN97ydLkzQCHtkWWTfZuNdEWy4EHV8zIzIzKgObt0u6E6VwHsKTyzs7OxNnkHVkesHfeZwdj9vpJ20a9C8vLyepkdSPBEJekyQhAYlgW+Xy80ZAgn6mG3M+i3NRTHO52G7ssDO942MsFxKsjPJMLAiiXC3UI450GNRNyp3jm+kptiHTeZQ1z61AP7GAcp0r9x70pXmmM9fJKlVSgSZB0L/TccyxrgS6PIZzAHltsrp0GrmUz+dmPbm9kkNGHvm7cjirHMNcpEDWynOT5XM1D1f0EPTtFLgSxd/JZiVNQnCCZc4R0NAppwr0yS5puAQnX2MYblcjZR9yjTrbx+u75P5KvjkGVVqqYvN5DQJLOpkE+EztVCmejAAoK//P6DNXnfH6thETB4I+wZOTrgT4JCKUJeXk43x9LpdMW0rgT6ZfZQT8nY62l96pxoj9IjZxDHvl3oN+1QGGRxmu58B64OZY6xzQrfKaLnncqvPcPoJ/Oo111txWbIiRg6/l7ZWT6CliAn2VdlgF/NW1mOJJGRgQbdzM6fO/z60ensYJWwINHQcjBt4tXIF+MsYErgR915/3FRgMMnqQ5gkKf6fz5nimU/G8BvtWjWEFLASdZPsV088Pc/Nk/QT43CZpMpHeY/pu/1x6h/2irllWZPocX7ed9XiJrUE/x4o6neSkKjkGKfvMWCTYV6DPsX1Xg36GeVJ9E0gVgmY4mUYzx/QZdpNlzJUEtjkgTaXslRy8ZDM0lh4Tr7alDPI3z2WonG1IGfK8dL4pDxoKmb6Zkq/J9A8ZrJ0CQZ/OMg2F18gcbz4bpwL9jL5odGTRyfSZ3uH1fW3rcMXmq0jA2wniq6LBaly+GGWOjabTyOWGjAZ4fLJ7Xiv7SHtPEuVxp62lrlfXeFn50E6Yzksd87E5P5T4kP3ttTHlLq1/3829Bn1pdadXeciKIfH/uoO8DvD32lx59FUDyWtWgJDpp/xdKXB13Bsp6XDyGnPbEvBpqNzu61B2PCedhp2AdAv6Xp9PRsf0UqZIyIzzepWxWte4/rvKIydAJ8teBXDcVo0pr8e5hN5jJDgOPZ2mTVUfgniV2umRskzrcL9Up3Tyt9vv8zke2T+PaxIo/yeJ4j7X7/8e37mx4jj4vAqneK3cx2/W776yXdm/dcnkvQf9DFcS4Huej591wDqPywigZyAcaO/PtEzl8X1N1lFt5zdZdu63IiXL4LUpIwNfKmEaVq9tPCdXCrkkEErT56eY1bfWxt9edujcuVMvzPm7bcn03SbfuZsyc3olnUcCgkGJq2/I9ClbG6OdiO8R8KQ025gPP7OMKpLC8aqcPp0I+2+Zcf6C48Fjk3muQxSSXPUcAsE8UzyttTspnwr0q0Kdp+NJWVCvCYgpVzoVH9uTQdUm2p0XIOREbnV8FYHRGaYjqMhftj0dRq/ce9CvCsEsP/R8FbtZVW+yTQrY35VQU8kq8OP/dVj2nNLktVNp5xhkgn/VryotVZVUyGp/Ot90SmZWeXz1f53SC6srBj4nT8ryjRbqpf/Pfee57H86Z/YrWT63W/Z5ftX3SgaLxe3KnIqxM7eeDL5i/72PVJOGdFZk4oxkTLZYZ09vCaa8Ls/jvkxL2en4t49xSf2hPHsOKB2q28P6mLpKebG+uXKvQd8dZQg3B2ouydxWgX0vGqjqXmcb21UpxJyxsb0vAzYE1AQEAg8BoIpiKoCq2pTf7DtLRj15p6pv/08G7sLUS0ZTmd6hA0vHnX1OAHTbCZSZjqGsVkV+7GsF7DTyXh6b23Kf25ZOlxPdXLPN62VbqJsJ2BWL74F2xd6rFT3Vt9vJ1TtsW+qbsSDB2zKoQJ8OJL+5gitBn28PS4Llenlt3sxVfXpZCsoso1A6mGT61C+Oca+8YdBvrX2VpB+W9BWSBkkfHYbh+1pr75H01yR9UNKvSvr2YRi+0K4l9X2Svk3SiaTvHIbh51ZdhzdvSPXTNqtt/u6BU/Tlzn8qWzLg6lwOxjrXdF967VnlqFaVBPSKMfVAP7/dHoJLFS1k3zKU9e8EfoN+rtDxsb6GgYz/0+DsIGw4Bu+cB3DdGYWxjmG4XRKaaRAaNY0wr+Hr0Im4DjLolGuG7pYp2+BrVmPL66ezqOxJmj6dliBUAX/F9POTTD/fCsVjfM1cWprt93HWm1ydxPMS9HlTXdoenUCCPrdRXrQLjjvni9jmChfyGDrMBHg6AJ5HO3tLQV/SC0n/q2EYfq619ljSz7bWfkLSd0r6yWEYvre19j2SvkfSn5b0rZK+5ubzuyR9/813txDQXTJkmjv3ZbbnMZXReV+1neCRTiNBMR1K7zqrSgIrgSCVUbrLbpPRUolZT88JMYrJSMDgQpn4mgR3TzZmnj2v7//5XbEdX3+V4+Q45HjbEaVTyOPZZ/+e0z3WnwDKNlXnpB2w/z1jZzsJ+HPA02Og+entq7ZX6/sJ2sm82f5s7zBMXzZOHSQwe+wqG0vSSLnwPAIpf1eTw25bMv2UbSXzSo490Gd0k+CfJLkqbxj0h2H4lKRP3fw+bK39oqQPSPqQpG+8OeyHJP2UrkH/Q5J+eLgexZ9urT1rrb3/pp5uSXBfFySTIXB775xVJcEhFbIH4gmKee7ceatSQVVf5oDHsuzdA9CT27r7q3alomd6JBnVnDN0PRk9rFPmjqvk1wNcHpOOo+r33DV7ulwx3HULGSdlnsA51643Cu7J7ufOy2tJd+fQKvlX+kISY4DMqMYyYFSQxyXeEOiZ3mF/Us6uJx1nOv1KzxL0iRcVDlJmlMdc+aLk9FtrH5T0OyT9jKSvAJB/WtfpH+naIfw6TvvEzbYJ6LfWPiLpI5L03ve+d1Qil0pYPcAnsHA7//M3QYgKlANaGczLAAXbtgrg5kqVPvH2arKytXYnPVL1ne1LJl0xFZ5fbbfSV/n8zOmnA5Xu3naesqxkUJWqbrctgSSZFu/IZXuonwlmVT9aa+VjCrKN1f+qr7wOxzvvayBwVRPYCU5u7zp32PaWa84x/dburlTJ/rCvlTyr8V2XAJBQZd2VnqUshmGYPIbD+83y2WfX4fQWx4Mf6sTcHEK+hIePZ6YD7ZU3DfqttUeS/hNJf2oYhucBqkNr7aWS08MwfFTSRyXpgx/84MC7Kw3GFhqBiYZYAXUFxHMgm8q4RrvvXC/TEEy3cKVBDrAHLQ2zYtmVc6Oi9kpepwcoZEfexmtUji6BiIBukOPH2zY2NnRxcTGRmdtXOfDcVpWe087xkKYTvgRRTsaa1ZFNcg4i8+l0fARkviPYy1bdBve5B4jZB1/PcvQLSK6ubt/gtL29PQEevpWqt0ySOpq2QDDycf6feW0+H4nn8ia6tJ8kG+uWOZ2kI+f4se0ch8r+OMaXl5eTSV4y/lySzDEnZjm9SX1w3SSFVVvcXpI36mqvvCnQb61t6Rrw/+owDH/zZvNn2k3aprX2fkm/cbP9k5K+Cqd/5c22t7SkE6hAP5ksDZ9CZ11zzqC3nxOI3EYHlm1Zt1QOgYDW209AfJnrrbou661SVD1GxTook17pOffcz989J1Wdn6VypHPMc1UbCEhVuyoQk6ZzFnSm/PZ2MsBqJU1PFj0nmZEhv9f5naC0apzfiF76vCpCrHSld0zv+ulwe4RkToY8vndMReqqfs61Nct8HDBT2nXtPyDpF4dh+Pew68ckffjm94cl/Si2/9F2Xb5B0uvDinz+XFmXAVQCnaurOqanrHnOqk91TvW7V2fVlp6BuWS6Ya7MKW/v+HXqrCZnkyGTQVU3UPERBny+TT5vhmvU87ELfO5OnsM683sYhnI/P9lutoupFq4iomx74LHu75788ho5FnOlcqCrnFI6sF7+3w6pmgNgHVlX1jv3kfrp4Kyz6l86+J4N0U6qSC+PzfNWlVXEZa5tVXkzTP93S/ojkn6htfbzN9v+HUnfK+lHWmvfLenXJH37zb4f1/VyzY/resnmd626AAdX6q8+eKfLnHH4P8NI38Ep1c/R7tW5LhtPJayY1JxTmfvtOmgQuULH3zQ8RhwJ5t7uUhlq5tmtC7wbmLqRgOP/Pp+51VyjzW0eK76UhqDF9Ajb4PozTUMwq/Lc/rBPqROpT0zPsTBtWI1/lowoKqDOPqRM1v3MlaqdbxTg1i0V08++9sbS52QU0XN4rrtybnkcbYi/pdvHTFdYMlfezOqd/6+knvS/qTh+kPTHX/Iak6VRCRJpJJXgsyQw5PV8fgWG6ypbGmlVr1TfOZrGtM51epNyFVhU51NebOuq6871udf2Csyl2vlVzrMaM5dcreFtBmXLKb/XabevleNYjeEckybTZ4SQIMJrpSxW6ZELJ1wrOXIMMred/V6Hka4qFfnobef/BNaqD3ke+0U9o40lsLNezjOsM7fikmNknezN9VTkLCMy6wHnmnh9lyparMq9viNXqhWcYMc0QTKeaqAoMA5mGmuPPfVKD1ArhpLXIxtjGxPA5gyjas9c+98MW+oZbg8wquvyO1lOOj5OsOY2GllvwpG/LWs+qiNTAdXdj3l3a8X2EqArYKoAw+fRaWVUW6UJUl8oGwIe+1+RHsrgZcsbOa8HSglYc9FIr6S9pRzmCJF/0wnmOXP2VsliDkeq/s05xerYnsOfK284p/92ll6HKyVZR3HWqV9aL6Rcx8BXAcHcdV+mzRWwrBM19EBpnfrn2twD4DkHmYw/JxsTtHoynYsa1j2+ckK9B2Kl81p13VWyZqkAvypzulU5xCzpfLNetrmyjd64zvWrstm3qswB/Sr97Y3lXH3rYEZe+81gwrrlXjN9hjr+78KQKZlxrrwhY3NprX4ReeVEXMec4HuhK/dln3p5Wfa3Mni3p2oz+0cw6qWA1ik+bi7kngMFll5OO28tr+pgNPRGSo88rFNyTDiemc6Zq5Pjz4ngalyZ9pGm/Wfkw98u6bRSH3zMXPvc715awvszldFLYVR24Patkt3Lgt4ceM6ND3WvwoL8n8exP5XOpN6kLJnCYXqH+2iPjGQyLdQr9xr0pRowCcIUgo1klSfl9l5IzeOr8yqAIihm2M+2E9wJ+NnuOQPwtRIIKvklILBNrisVuFJSf1eGU6XWeH3Ko5IvnUBrbTK5SsflfXyoFq/Pelx/pm/y+eP5Em86IE7SUuauj23g/vzk+PaY8pyDTbmm3rrvfLl3OlXn+X0jkL+zPymzbGfKdl2Wm3rE30mces5/zr4rXKBNp91UDjAdl2WW+JBtrux2FYHLfetEdUkuewSsV951oE/wzGejkMnMGVh+CIo5SVKBHEF3XSXN7RW45tMBE0zo+dNoqv/JNvL6q9hqdYyvXUVIFRD1lLZScoI2wVO6BaS8oYftSQPOfD6vwXOoN1WeP1fAsP50PHQmc5+URzW+vbF2qZx5yrLKM/cIi3+vAg2em79ftlR6UOlMz3Z6x69i85U8OXZp35UTSbmlvlfXmCurZPAy58+Vew/6KcxePrVS1vSAOYDVOb0UEeur6s7rrto+56zmrjV37VQaho3elorYA3yWPCadYLWdLCgL68oJy7l8uDR9YUtGThVj9VJLO5MEzQT6TDX5P/uYUQjvaOVTHxl5ZjqrFw2ko+K2dOpkpPkoBB/PfqxyQqlXq8D8ZUHNhYQix5L6s+rcvHbuc5lbNTPnRKt+VbJ1SVmmDad9V/LnJ0lGHpNyWnfc7jXot9YmoaoV3QL0Pt7kIdUPIFqXjSTTT8/vdr0s6LOuKoVRtTXrraIKtru16Rum+L7OPIegZKNIoGakkKVam85r9FYkuV0XFxeTt0j5lvXKQCs5zpVV+9lOtj3zqHlsGm46iMqQq2ii9xjirMPnV/pVtbO62Sx1xuf5OTF8lHUVnfWAaa7k+OWY8hiPFZfVVvbmby51tbNLZ7hcLie6xTm0qk20EcuR+/PmOl+rkgVlXkWqPV3hh9H+nONOnVgX4+416LOk4RH8V3nMFByP8TZOBq8DGi7JNHoeOo2AfaraXDHnPMf/s+7qbtHsMyeGemx/Tg49hpXX6IWsVdohwTENn2mZKtIwAORzfexg/ZwU52e9nemkNDq3kzdn8cYtArZ1x5+tra3JOFVAX+ksz+kZc8qAuXzeMDYXReW4EAR5DwEfAMb0mmVZ1WWAZqGs7GB6YN8jPwR9pmPY/gR92oXr4ES1gd315Csy8w5uRlgs1F3aLuXSK5VzzCikmshN++9F1yz3HvSrSTkKlINaeeFKMK6LxyQg8z/zujw36/F5LBVIO82QjzdOZtt7/HEyIUmj0vrBTmbSfFcn28+HoGV0U8mL+5N99tJS7qfrvLq6Gt+By89isRhZPkE3J4DTITNlQ+MnKfD+BHMfZ+fgfhE4OaYcCzsAvkLQcqw+vn71oDmDdaVHlUyThedvgjbfkUsnagC0E0xdyvRYLy01R66yfdl+jmOC/VzEm0w/++7tXBVFYPdxqz7EAV6DZMXO0ITDCwzsGBkNVwShcsSUL0F+HZJbkcmq3GvQ39jY0MHBgba2tiZAxCfQeYB7na4GK0MtqV4lxJt0qno9CGSK0vSxBMlovVqiUuSKbed1/d/70jEcHx/r9PRUp6enuri4GF8GzrYsFtNHGVfXSfbONlF5CaAZ6SwWC21vb2t3d1dbW1s6OTnRJz7xCX3mM5/R+fm5jo6OdHp6Kkna2trS7u6uNjc3xzabXbluOjDLn7eh5zhLdx+jwGPMxre2tkan2VrT9vb2nTHyUyldJ7fRSM/OziZ1sa27u7va29vTkydP9PTp0/Gzv7+vXpkDIo7Z/v7+CEIXFxc6OTnRxcXF2O/d3d1xPKgPu7u7EzbP9lq+jCKqNGQPNHvMNe2D+rezs1OmtAjmfiIl28N6qTtk+ZSh8YK4YtIkafLIb7fx4uJCrbXRrnZ3d3V0dKTDw8NRpp/5zGd0eXmpD37wg3ecwvb29oSEGGM4ppa128AxpiPZ2dkZt1n/redVFM1yr0HfSuDHwkrT0CuVLgGM2zIET8Ek6JM99kBfuh0kgj+fqU0jcb1U6ooVVlFJ9sntvLi4mLCZo6MjHR0d6fj4WOfn5yPjT/ZarQ1PhUy5UlHJ4nvybq3p4OBglPXZ2Zlef/11ff7zn9f5+bmeP3+us7MzSRqB7+Dg4E60VelFpgUk3Zm03dramrByMiUXAzfHc3t7W5ubmxPQzDokjUbMyVtHLQRFH7+zs6O9vT0dHBzo0aNH2t/f1/7+vg4ODsb+VjpJwEuZG1jsMD22jvJcDGL+kAmnbElm+J2fqlTEhRPa1HNfLyPcTBm5/ZLGuR+PDRkwAb6X0ycIEwessxcXF9rYuH7UseXk/i+XyzE6evHihfb29kYn63afnJxoZ2dnAujL5XLctrm5OXEktDnrmCNPyoW61NrtMmPql/XhXQ/6ZmIZlqdy+TdBgNt5fLVfqm/AYUohw00qaZYEbhemJLLtaeRz1yXTtxIOw6CzszOdnZ3p9PRUZ2dnOj8/vwP6ZgdzoF8xfTs0AyXlzUjLymwlfPz4saRrwz07O9Ph4aEuLy91cnKis7OzUc5PnjwZZUS2Sdbp/UzfXF5eTvLYBCsbkPcZKDyuZPDSNZBvb29ra2vrDhg5R0/Q57yBCYnr5lg6gnDk48/Ozs7I2lIfrJMcK2+jTIZhGB0QWS8jILalKnSIBPbepHOVcq0YOgt1is/gp4z48DD3w/J0n0xkfA6dhMcgQd/XrBYv8Hr5SJectyDYbm1tTVJlGxsbY/rSx9pZmYSQfNoR086psxz3dIhsB59H9psC9MmgK0CqQseK8VPYTEVINbNP1u+68psC5uDkNhqp2ULPKHs5SxcqCh/5OwzDuDKGOXODInPHCfoEkDmmPwdACfqStLe3NxkbszS2cRiGkemTmbNdqRMEbhc6GrN8g3e+qYrMjROuBubt7e2J45c01mVwM+hzv6TJKiS2j3XnC2QsH+oDC9kh2bi3VQy8B/AsqZ8V8Pc+vTr8SRsi4HMylg6AeXcXsvR85HXasvcxkmH6I6OOjBi5ze1IJ+ji8fY5ThO6X04tktH7fMo75UhS4+3W1xwryirJUa/ca9B3SYB2+MYBTbbukp48w6nqWH4T8HgO/+dApYPxQGSO0Ywkl1fyk32gotOALA+CqoHVoTBzuTYuRk18DVsvf2ylzrwjx4lM305nd3d3rJeTzEwx8HVyaTBsiyNAsjtJ4zZHIwZ0tpevKkymb0Pd2dkZzyPo2xHwv9mbHSLzyhzHxWIxRq3+cFI3QdLfTkNwYpYThR4zp4r29/e1t7c3yps5fX9vb2+PaVP3gXn7akUOSVHm4SvilTZFuVBfM5LZ3t6WpAnRs2OoAJ1zb6x/LmXaI3SJFewD7Zi6biKzt7c36i6Xy+ZSZEYYlkmSPbY509j+TqfAdr6rmT5BjQpVGQc/FUBLt2F/elJej78rwfbayXmGzFu6JEDSYVUK+rJyssJ5sosf94G5TxrsXD+rSKM6Lg3fwO2JWW+zYTutcXV1NQFCafpgM0Z7zNd7P0HexakTT2Aa9HyuDZR5ehu0mThDcwISQZ/tTCdNebFNrp/GnDrrbWRzbrPrJNPf3t7WwcGBHj9+rCdPnuj09HR0KMvlUnt7e2Mbtra2RrC3HAlmHjMXOy1/XC/1w3WQEdNB2tGS5CTouS/pCBeLxahDl5eXk+jVQJxpLUbLTNnQcZLVu22eY7q4uJikYLzPCw24Qo7tt0yl23tSfDyJmm2Qr0c0SbMdn5+fj3bqcXTxYgP3q7U2TnD3Vv253GvQl+4y6qrMgeRc2JpMPkGfoZi/k/lmyFuFymnMqexzTKTX54xGqvmIjBp8DJlayu5lnQ1/57lkLwS2lA0ZVm7L7TmOnB9hvpOrTjwZR3ZsI3LKxs6Azp6ORppOFBuceIyNmGkkGivbxBw5U0R0xJLGtm9sbIyARcZtps95Aq8ScluXy+Xo9Pz+XEYaZPd06NQhjje3URczP13pMdM0ZLxpE8zl53b+Tn1Zh9mzf/k/dbsiYbQvOi/LIGVnJ1TV61JFJowSexjH/le2U5V7D/o5MFZ0K1XegCHdMrMEFE5EVUwrB8EDSIbu43mclc9L9RimMRdn9sAlhAQwKjFZEgGB/522oLIw/OWHbLli9wm4lEc6vVy9k2Goi48nAzEbsrwkTVgb2RAZGmXgMeTKG4+pjyebNRP2cWbaPs4vuGZKKcc5HU7lHOxw7Gi4Fp77EmhT/jTwjMwoD197GAbt7OyMK4Gc5vH5CfpM5zAVQCct3bJh5sErpp926fFJpm+AJ9OnvTAaoI2TxZoNpyNntFUxfV/HOuXrZ2rv7OxsjCgcYfg4r+xxpOFjzdStT9a5fJUn20Bn53SX++bremWezyNxSpuxPf2mYPq5ciCXNFExXajMHHSuNeYETsUmEnzyNwHRa809AM5XepuLFWl3d1fPnj3T7u7uZGI3J2b8TXCQpo9vPT4+1sXFhQ4PDzUMg77whS/otdde0/Pnz8fVMZeXl2Oqw7IheLtOpi/oGAgMNgjv5xJayoYyPj4+1mKx0GuvvTaGz5aNlfX4+FivvfbaxDDPzs7GdrltbpPTElyNQydNgL26uhrDYTN05+dt6A7Vabynp6fjtZzrp2OpGB6jrpyoNSAwxUMiQodCHSAZoAzoJCwjrwZKUGZhOsDA5TkMO2T3Z2dnZ2IrJE/UUdtXpp18HIkCU35uv4H14OBg4lRcv/XYY2XQZ1qJToX6yIlcRmK0JbfRK9287Nay8b5nz56NKRhJOj091dXV1XhfRGvXacAXL17o5ORkdAhnZ2ej4zAOSBpX13nMDw8Px3OOj4/v6JYdj/WJtuSVe0dHR92xl94FoJ+TNi9evNDp6WkZ7nkgqhsUqFxWyGS9yaQNKlSeDLNS6WxMTKW4Pq/nNQN1/wia0jSMZlvTkNyWjY2NkdmZHfg6p6enOj8/HyfwOIlJ5bey+jdDeiqdQZgyynGQbnPyXqLo9ff7+/vj+ZzMe/TokR4/fqz9/f3JRKX7wbtHDZZuH6+bxdtJCjKF4HkG1+u8t+VOcCHjZYqJkRGdsttA/WMExoiQY5pRRq9/JBVumx3Nzs7OOJbWN8veesAJX8vW4ydpTANlpM0VIpZHldP3eT7HgMaIIkGf13Qddsq894SRBR1TMn1GLiSAyfQXi4XOz8+1vb09yelbjhcXF3r69OlItPb398d++Rj30ZGo66EO2aYY8dNpOyrN+304fsaQjMJNxObKvQb9HrvmKhMOqksP9MmqqCS8Hq/LNIvBNQGGobkL//fSNZyMdLsyd8r6/E1DYl1m0FwpYEW6uLgYlYmMK0Gf69CrnK0dGkE/V2GwXVb8/f39keU+fvxY73nPe8abW3wvASc5ycyYFvF1kiG7uC9MoVC+lBvTUtyW6RX+zjmR1Ls8ng6C+804OXnH1VRZLx0BIyke7zqYU+e4uZjlZwonddrfOa4EexamHOmQycCrvlRtzH2Vw2N6i/KtIqUkaVWhzDPiNzNfLpcjqTJo7+7ujtFBa228y5p3QGd60m3nHBHbngTKbXLk4e+UByfJ58q9Bn2XVOBUvFSKVITMm3K/Be16mDtlDrWnrK6jOj7bzpy2WYIHK5kPv7P+vPZisdDTp08n0YikkTkYqCumzwglJyrZB39XoO+2MlJx3Ts7O3r06NGYO9/f39fjx49HQyLL9qMYuLSUzN4AZCaYuWOOKT8cA+oMAZS6kWmZjOTyk4XHJgHgtZnPJViz5MSez8/0ju954DJdr8AhgzcTZB9ZH4HaY5JMn8yafWZ6J9MnlqH1jquD2Ceu4iLJcR1sJx0/dZZLQpPpp+Om/Wc0Z2flPriPbq/tmGPFu635qASnE536YZ2ec3HfzfRtB5RxRXZYejrJcq9B38KigUt3Qb7HjHNbGmPFoKo6546rQu8EbSqugW1vb29k+tUSNp6fBp7MzfnNnOzLtqdss+6UTXVspoWSBRNIPX67u7sTJU4A5flm+hxrK7rD4QQjp/1okM5tM63hwiWbFUFwaoSRpR0YQTzDa0kTsCN7lzS2yam2nKup9IrMbw70DXYG+4uLizH6Y2RgVmoZ+3wzdPYjx4o6lzri7dRZ18sowJE7J3J5fT5WhOPiyMgOjRO//mQahxO5riNLRgmsg/rOdlienp9xv0yybN9OnVkfOWdCvbNeWy+tmyRhnNepCEymu+fKvQf97GiyXqkG/XQQFdjQqJLt+D+3VykPlspp9ByCgZPOh+xDmqYTeqCfE4HJMPmdBsK0B5nUKtBPpsdwN0GffXRfnE/NJY2VbLMPVn5us0zI9Nkn6gPrTIOuxrNyjmwH9+VxbFP2hftWMbOqVI6CfZ8r2e8EjIwuOH7sf5UaS7tk2tI6wjksOn3rVwVcBPKcoKUcvD1z+pnfd1tzrod1+DfH2ttT73wu07Y+ror2+LuHJcSgtHv/z7TUux70l8vluLrAQMMlZ5WwzNQqAE+vLk1DPgotjYrf+ZtKnCWZttmM2888ehpwtpWK5sIooUorGfj84SQcAdFg7OPTyH1dM2rKj6kKAoUdmyfunAN95ZVXxrsYveLAK3UYOXBc6JDcDz6Tyce4nVzF4rDadflcOyevuvB48YacHEv+ThKQBm2Z512mHjc+p4UOIFl1NdeTkZX77Anxk5OTCYv24zDS0QzDMK5U8Xj6BqTFYjF5MiQdN8mKt+XEqkGfpMP9cUozCcz5+fkkfef6Of/h1WMmDbTrHui7b6sA0at0aEt0WnxekiMp69CLFy/GJ6gOwzA+fI3Ri+deLFsusXT05dVNXj3mdBhXgeU84GKxGFN8Jycns32896B/fHw8WX7nXBlZagKUFVWaGmfmCW3gBBfO8FuBqDwMS/3fa4j5yGeyGubsh+H6Rhr/3tvbm/QhGXsVYvO3w8XT01MNwzB50JoNxCE9l8IRQO0oXReX+9mIXbhqQpqu5bZRUwZebeUlbDs7Ozo4ONDV1ZXOz8/HJWavvvqqWmvjcjgvc/PySpfMr2a+2UDj3ChXqbh+Pluntaajo6PxNydWT05ORn1yfe4jl+UaTC0nOz+3g2338V6JYhn10ikZcXEfHe3W1paePn06eS/B/v7+qHu7u7vddJHz62yH66/uicn2sf+5SoVRKNNJBH0uLPBcl4HN+sRnNfl+GDp+FqeP3Af3k07cRNLydVu84o16bNLi1OyzZ890cHCg09NTPX36VHt7e3r+/LkuLy/19OlTPXnyROfn5/rc5z6nJ0+ejEsvJeno6GgE/YODg5HUHh8fa2trS0dHR3ry5MkI+tapy8vLUZe8UogrkAz6TOv1yr0GfWmaBpE0goUFx0KvyJCKLJtMh6mdHmunQ6Ej8flWPII60zNpZGZke3t7E4NiWzLsS3bGKMaOxo959ZJHG6wZCJ9rT6ZPtt8DmyqEzPQZ5e/9NEzX8frrr4/jZ4Z/fn4+HsvH0rIOyj4dsLe7TVy2ulwuJ5OGHNcqfWMn4VUX0vRZ+pnWYd+rMedjMEgO+Byf1MtV4T7118XP0D88PNTz5891eHio4+PjO5FCnrexcfusITJI95fRVNpCxfQJ/u5fphXtQGzDdNZ+hg3vqzDw5kqniul7jBl1kulbDqnDHldGpqzPfbHt8impbreB9+zsbHwGktm8HZgZ+2KxGKPN5XI5RqWPHj3So0ePRpC3DXDOiu9xcLucNTg/P++usHJ506DfWtuQ9HclfXIYht/XWvtqSR+T9F5JPyvpjwzDcNFa25H0w5J+p6TPS/qDwzD86qr6M23i0MeDlEaSgkA7x/ryP0Gf4Bv9vJPqIOthfo3AmflRswkCPtvl8/xd1ct++Rius+ZdgYxyuJRRugX9ZP1pRJkWY448QZCyJ/u1E+LNTa6HDyHzBConc/Nmu+omoBx7fipnxDYzHcg2pewIhiQBTD9Zrm4rZUCdJLkggUm9JbBSF13IYqvll6yH36yLfc/VIdUCCoI+9YJRY4I+mb7HlvqWKUFGCyRGvCbBL/tER2X8SOKQdsoxZbTLyVsuLOGzl0z8MuqhTllOdnC0NV+bsqpkV2FeNZ5z5YvB9P+kpF+U9OTm/1+U9O8Pw/Cx1tpflvTdkr7/5vsLwzD8s62177g57g/OVbxcLscHR1mZePs0DYSKSwWS7q7cqYRC9ixNWRG3J+jT+Vi56ATcHrKtaj1tXpelYvrZdhsIAZShN5+qWDF9M4VVoE8GIt19mqRlkmkC6dpIHz16NLL03d3dkRm5zX5mzNXVlc7Ozsb22KkZ9KuHlrlNjmz4uAEug/O1PD5mYc7nSrc3E1m2jkIsL59L1kiDZrTlOh1pWTc8t0N5JRCQFGQ0QDJhtvn48eMxredlssMwTB4VTcZLFum0CcmKbyhMfaCz9TYCZgX6vhbTO0z5eIz9iGKnM8z0PQ/idnLc54gWS2XflZPMY23ndKyc33LE5BsRrQOOUEiSmE6m46e8mP5z9sL6ziWflo/nQ97ydfqtta+U9D+S9L+T9G+261b8i5L+8M0hPyTpz+sa9D9081uS/oakv9Raa0NP4prOotsgLQAamjvP8JH7MhQl8OegJyuvGNIqb+vrVlGEdLt+nqw7lZPA4mtW8vE+M2Q+s93FCjkH+mRYadDZVy5VJPAR9Cl7SeNSwpy4Zui9tbWlJ0+ejOPOx0IsFrerg7jGnIZLRs3HHvsc70tnx5RSpijIXPkaxcrxkxAwDcaIhWG5DZsOK4GfZCHHgzrlxxMYFHO1Cx0wgdHgxPrYZs5JkPik/VTRVTJUlwqULTfm2qnfyYCTDbMO2w5/Z8logMfb+VRLh3kfgXWHTmqxWGhvb2+cq+NcGudIvJ3Xpf31mL7b4vNIPjjmc+XNMv3/s6R/W9Ljm//vlfTaMAx2NZ+Q9IGb3x+Q9Os3jX7RWnv95vjPscLW2kckfUSSXnnllckdnxYK12O7gzQ470vW7P/J6r2Pvyuwr0pGGrltriQTYXvJBlzSEWT7aAjMzTLkTGeYoF8x/bw+Q2pOaLIP6XBpUC5kPYxQpLs30rh/NL4M15nLzL6l8VbRTAI0I4EMvX2OWSfbSNbOPhLIPc4+n06UOkqn2GP61JMKEN1nHpt2kbqU27iPQJNs2CXty6Vap+/zyWI5Fr4myQUJXq+tq2x3VenZAftHwJY0WTxAh8LvLDyOwM20bjpm4oSjxbzJs1feMOi31n6fpN8YhuFnW2vf+EbryTIMw0clfVSSfutv/a1DKqI7x7COHs/HJeOQ+o/u7fTvznFUZLJhKi7/e1sy/WryaS7MdKkcAeu0cfuzuXn73KAE/FVsgqWKNjK6SlmlrDnhnRGXnQHTUmT2rssKnam9bFMywmw3wZD7CYyZnmBkkfrEJx5K01UiBIQKzNgmyjplTodWEZeqz1V/WIf7x8l29zEjtWyv67MuMjLyeHPsXLg8lhGIozGzaOtCsmA61XTG6QBdqu3puKwLnshl39gXTnhznDKdWekJx57jS73IeQD2mefS6VAeVf+zvBmm/7sl/f7W2rdJ2tV1Tv/7JD1rrW3esP2vlPTJm+M/KemrJH2itbYp6amuJ3RXFnrCzAVKU6Gmwi4W0yWcKfwKFPibBpoMvmegaYwuNBCDGHOEvciD16+iGW4jMzVAVsZHllWlkXrXt0FYntV66DQihrjO1fvuSj8m1wDAPpLZMHxl6E3ZOYrgUtmNjY1x6afls1zeruihoeW4cluSDY8j2+a++1gu55VuX7fouQFGPXPjnOORzkrSmCryA/byhRxVPQZnpygsQ8qEBIXOJB1uBcreTr3iW9PcD44fn8HkeRjLOefCEvSrm7UqZ5C6XZG3TM16O9OTJpvWM+n6ibLDMIwrd5ierpw75ewloTs7O3fmB5Moco6LuOf02Fx5w6A/DMOfkfRnbhr2jZL+rWEY/rXW2l+X9Ad0vYLnw5J+9OaUH7v5/1/e7P/PhpR+lMXiet1uMjveFXdz/TsDxv+coKKSpeFkXQYIafp442Sx6ZWr+jnIZlXMueZNYj3mn+11qcCddTM9QJbGbQTeNBBv93JIgj6dsq/LyXevETfQHx4ejuuJmdP2RCfzlelI3BY67gyHGUanI7YuUV40ZObuufSX+kRWZv0ya3Rb2Db/9oQyX2Kyt7c3rrumzlDXLdvsF9t2cnIyLoM9Pj7W0dHReO+GJ81TJjmH0VqbMO2cx6DcM3JgRNNLn0m3jxLmk2jdv42NDT169GgyL+V66cg9uZzRa0bVtPfUC0Z63Ebd8znu93K5HJdgStfvf/YTN02yPv/5z49E8/Hjxzo7O9MwXL/OknZN+SyXt+9/ePLkyfj8Kd64l/NGTj+SHHBJ8Fx5K9bp/2lJH2ut/buS/p6kH7jZ/gOS/kpr7eOSXpX0HetUlgae4OJjKjDk0j4WOpGK6efH1+V/GgGBpAJ9tsGGb+U1Q6nYexWmpeOqGA1Zca6HdmEUUDm+lLHlRVYj3eZofV2eI2l8ZwDbyLb5XAON7xxN5+P2WlbJtDwR7Db53QGOLsyqueTOTsAPxnKqg6CfYbyvzzpIKgzSPnexuH2ENO/mZBou0xOpZwlkqQvU6dT1VaUiJZwotw1R5gR9AmamsXo6ZgdmWRrQqV8+hnJxnys9Y9Tn46q+VnbsbwMq9ZX9Nei7bq8+s1O1s7fz9BNu/d86yjy8+59zax6LSh84XrRPfubKFwX0h2H4KUk/dfP7VyR9fXHMmaR/9SXrHcN/Gp09fTIXD5q3Mc3B56MTqJPJpYK7rt7kF69PRsD/NAIDA9+xyccUMLSs2HYvWrFx5RJKRhQZ5qciuf8Mk9kGKygnlXrpHbcr03HpCPmYBN/wQmNI58NoxG0wsDoHbJBP1tpam0y0SbcrmwzkZmluI+9gdn8zhca2eJvbTL3hMlA7Cz8CoQIh9zflzP2MPJwe2N/fH5e7OpVFps/zGZFZHt7H6IKyZqki0jnG7RVGZqUeO+tp3jNBgGfkymtRV1ckD0qCI919MirbbKygQ/C1nG4iEfB+YxUfHcE5LYM9+2OyYIygzH19Okv3wW1h/b1yr+/IdUfYcYewqWwVC+cSOYZHmZPMNFH1oRPINrqOZOsV++bTAn0Ltt8E5EEkiCYDJFjT4F2cNrFxOb/rejmBxcm3jFSq/OdisRhDTreVz+9ne3n+xsbGyODNgvkiDabQCPR5xy3b3xtz/+a3fydTdZ/88V24eV7FwFPvqmsnW+/pDEG3ikrZ9yQ1jBK8Rv/s7Gx0ggT9TAdI12zVS2mZlqO+Ehjp8FI//L8Ce9bJ1TvcZoeZ0W6VX+e1c8xybNJmSM7SvhmdUG8y9WPHdXp6qpOTk/FOYtvy6emptra2dHx8rOPj4/ExIH5C6MbGxrjOn+ldRwbL5XKS+rTNWl4mS3N61yv3HvT5PBupTif0Omnh9gzTJQeeyt0DCjJsM0SufDA4MZpwm7I9ZDT8pqK6nWlINkAzOb/UwUZkQGEeeRXo08gyvdNam6RsDBYJ9JSJ18z7+eOPHj0aJx5t/Pv7+xOm77Gu0kz+ZgrBsvC+fKRAji3ZHCebXZ/7wfQEiQOvTz2irJgGYdsJvtTr1AuOPedOfC22h/Nc7kveJZokhG3u2dCcjVWAv07J4+ZAKhk/I6lMadDR+Nx0vCQYeSx1Kyeje6TB8x6W+f7+/h0sSKfPtmXf08lZXukIc0kzo4h3PdPnIxekfnqHgyZNgTTZCutv7fa2cNeVhsGyKhLINhD089qZfiF45qCzbf5mBJRATrDLbcxn90CfAE6AIkBWbM7F+XWm0QxEzmm3dnuHpp9V4oiA6SkrtFMBlLudq+/CdVv4ljDewcgld5afUz52OAR/pwWte8zp+7rse+oRx4j5cY+7ZUwQIRDRASboU7aWg52soxZfw/97czX5qcafNsBimVG3e9Guozw+3ybbyXGjTDPaIYhnm+cIXmVLPC5TtDy3x6yp2yQgFYizMFphFEQQz5Sr9ZkOzLZEEtIr9xr0pbsMr8f0mffyNxV4Lj9uwEyBVUyBdWepFKRyDFXdVUmj8TYqSoIyr2UgN2DSwC3TOSeW8mcf8ji2McPmHtNmasqGzscFWImrkJsyJAt0odNj33PC00DJVCDvlOQzeDhO+QiIBA+3n1ED2+H9WS8JTg/0XZeBnoSoAsZkidw+lz6Z082KvaYseB33LYmOSZdTFjnJT3DLPlDW6Whyf68fvZI6lo4gbYzRlXR3sUie17P9iuzlfsuQz2yyHNcp9xr0U0ktNN4aTiHS6GnMXvfrOhIQyHYJUmTCyYor0MvcYiooB5QhopkCWVhv8JPpO2XD9A6NyEzWKZZcuUKGSUBKoyWjYXrHqSS2cxiGyQSh3zjl3L4Vlq/0qx6RS+dS/c9j87syKBIAb0tG6T5zwlq6fWQvIw5PuBFgfGyVn/b1zHR5rexjD/S9jyuZPBYV4FunqjZ5QQHJEe0oSU/lPKiX1KV0AJmWqECtl9rgvqpUDquqJ+ui7rqtXE5qmXAs/M0nZno70zvS7cP6qvaTyLD/KYMko7Yf3g3eWhttaZWDu9egXzFKgrKPIVukkhL0GX5mTi7ZKxWEqR+ezzA9WXCvDwR8ttf1pELOhWpkt8xnJlPiJNEco8u2WtETaCqmTMBgXdzP9dW8e5ggUhlbZegJ8JRnNUZsL/WJhm5A4vjxP9OFbh8jxMphMfWSOuyQnamNHAOyt5Rv1ssxcJ28mcn7K13w89edpiEZoa5Ves7II/tXgb4XGdjpZbvymk6xeTzsZKuIMfWPMndxvYzMuC2PzeM9T7JYLEZn73mG5XJ5h1hRLqk7afceM8uf8zQZFSVZIej3HKPLvQb9HtMnKElTA3RJ5anq7nlEbp9LgfSYaNZTba+cQ7YrUyx5PBWSoOwP0yIOP5PdVykQXjuvYaUkwFr+HCtGSDRARjQZtSQr8rEe65x8S+fJ9lcpJZ+ToMSoLuvlKgn3k9Fhplg4ljy2x+h4vAt1rpcTphzyrllel8tlM0WRZY4pc39uS/bPMa2OIakxkPGYJCZVG9YpVR+rceodu2591CE+7jnTLeu0vdf/lEFFstbJ50v3HPSXy+s3Z6VREfBzopAGx0m7fGkFJzQrwHR9VSoo0zvJfl3SYXhtsleu+C7KalAJtpmO4G+/YH1/f38Cntvb2+PbpzzJyf4YmJMRJ2tPdtna7V2byS7YNrIzSWOK7eTkZFzO5qcT+tq++5pzAq67l55gJMOnfzJN4Ze0eHs6AU4eJhPm5Jjvq2D4fnV1NT4C18VARkYr3T6cjk/D5I1QjEBcD+tMR0/9km5v/Nvb29PV1dV4E6DTEI6mLE/qCl/2QSCu5kloA9yXjtXtJHj5hqXM2S+Xy7HtXsVl3ebTUhkR2Gapt9TTXjvSlqpIMqNtOim+yMXH+ZELHl8vt/SSaS6fNXliBMRxpI4nwbEcSDwyw5E4lOVeg750m8ukgnk5otSfBPP/Kpx14W+mSMhUfVwaQyp9ZaiphC5WwCov2vvuKexcnrMChlVRSe8/FSkjgpR77zwyazrDKl1kZea5HCPmWauoK0G416/clhEOJ2Ln5FPtY/9S73gjDaOZlC2jDMqQbbNuklRkqofOnB9vTzB1uwiavj5Tf6vkweOYi65A306Xx2SE4rZmism2mWklkjraU7Yr68roJX+z3ooApnzWiVySwVd2L2mS3vF17EgyzVWVew36zgHmNuZayT4yp8vnd/BRrmS8XLvOcF7qTxySHfscDrgLAc2D4kImmEZEBfP/nkNwROO+8zZxslKGnZlvTOXlXX0GhSo94nakwUi3TN+KyXQIw15GXgcHB+NErz/MSVc3rxHYmOZJWVqGZo2syzrB5Znue0YslaNOQLAM8uYzA5qkMQKjDpGlpSPK61KmTCd4rJgLN2kh0Ps8R8HUYcqY0TDtJkkX55aSeRJceZdpttu2yHcS+9t1mu1ntO166DirFTRVBF3puq9DJ+Cx4ztvLVOmLn3cMAyTmxBz3iKv79+5MCKdks9jZEZH9a5m+hZasg+ulqDyZB7X5+XSJn7SmybQV6CfIEzQzjybjzET85MlfScfw7xkGa6jWorl/Q4dfaes63cI6lvAzaTomDIX7u15UxRZjWXv9EbeNZvGZaftdwJXaRobPAHAxsP0TcrX458RRBVJ0ElW4bCdZ/aHJZ049YMRD3Wzl67JQmdqHWB/khgQ9A04/Gxs3L7r1W9ucgrFY2CAPj8/1+bm5vjgMMubz2f32HBuiH1NsKS9UZe4Rt/18Rqbm5vjowiY+kt7q0Df10nyRT3hWLJd3m85Jymg7lmm1u9hGMYVbZT31dXVaOd2nmTjfFAfbSejTdqmx5VzY7TbOR1zudegv1wudXh4OOlIhp1WFDJuenous/PxyWppwP5PkPOgZBjp8/LuO9eVzuXs7Gx8+uGrr76qo6OjyQy9z2PpsTz/3tnZGcFd0oRNuE3VhK3r4eSlzyGwElR5nEs6xQRaPzZjubxdzpZPTyTjOz4+Hsfs9PR0Eu47F2xgSSadIOi++Mmgbk+yVK7IsJO04dqhDsMwOlJHAK6Pz4i3Pvi6dKDS7RLX09PTcZw2NjYmD2HzWHPs/J/EgOkdv2XMDtnsmDezEbR8DYI2na3l4H2MSBL0qWfWkV5aiCSETt/fHmsTJB/Dx0NklMo6XJI4VSkPgj7PMxFjVGo9XC6vX+F6dnY2PsV0sVjo6OhI5+fn41vYnj9/rsvLy9He2UfrZy4Jlq6dCKMtjy8JgFcv+fEZxj07A65UrMq9Bv1qEC18hpX01BlWLpfL8SmKDFP9YWog8//S7WMGKHQOAplPMoxMn/hRCLu7u5PHCru9Vcn2cDu/9/f3JWl85gpZHp+ySfZZGWeyDcrH8s7wvoqUnFrwZJyfMGnnxPH18Q7lPQ4GLQOA+5eRSKajKBfrDPPGZG05mc2Hsxn07ejtPFKGOXYJdGSpdlZ8EB0jlQR9b0um77ZbBw2kXtJoskKnZKZNncqlzPw4+rLc+M7hnE9g9JTREGVh3fT1F4vFmA7xE0j9rtn9/f3JPSZkwElCGA1RbhmRUO9I5lyS9RuYST6sM14ssVwux0jW17Le2zHs7e1N7t62HDIDQefN6JSklR/20ePB+5iqcu9Bny9m9kCQyVqZM3zz8ckmfDwHkwJNJ2ClIqNMZsv0S+bsOGA0eN6gI9192USy+lTOTAn5Y1Bzf/zNB3ol0GSfKDsbvPdfXV3deZpgFZpa8XiXpf/zKZZeZUInQ1AiYLsegiZlmPLyuNFRcG7B7WWKzNd0ysMRmlkqUyUEVY6J23p+fj7RG6Y3/LA9OpcESzoCMnwXAi+XutIR5vWZX3apFjuQ7VomVVRIGyEoZ6or9Zd9ZP9S//M8yiWBPyMP/s/zXTdl2nMGGQVRRr6+ZeoIi7rrY7kIhBEr+1Tdpc22uK7W2qij1Okqoslyr0GfiiTdzlozp2/DJPjwexiu823SLfszY2GYS0Pm0k8KnyCaUQUjAF+H6Saf67fi2IAy1KaiEWh9TCoo72pN42DJcwmK7IukSUorV0/5Wtl+ysYy8fmOrqyoJycnYwRiIPQLVCojT9C3w3Qawm3kZCQNgeBrMKCztePgaoiUGVMPHE8aGsGADon73W5v7+la6nDF9A1orpdtZE6aTD+XCDNitTx4beq6U1Bcspu6zzrZPuq09cvHevzM6r2812+fMtPnZDFlRgLhPniM2M60kSq9Y9uks7PsTA48ttZnpo9PT091eno65vjZDl/L2+j0GT2kPRIHOT7sq9tIAtAr9xr0GYb7N5mVdJtr693001qbKH2GiGT6yXZWgWiCfuYZMxRjBEAAy0H2Md7G1QC8vqSROXLdMA3f+xilUDbsg7fRKHOOgHlefyfT5zX8KFmze9ZpY/f5TBt5rJhOsjEyz20Fp7Om4tvhGNBzlYwNzSko5l4NcCQL3s77Piwfn+uUEKOr1K8M6wkQ7g9DeEa1LlzAQJ0joWFEw3SS28z0JXWXdjBXUm+zVGQjZWwb8PimDbLP2SY6prm2JRnkOdlvytOO2WkdjnVrbbQ1jweduu3l8vJyzPVnv1yn+0Jywra7vTyP+pNYNFfuNehXJQGZyyAJqgzx7JXJbqvIwPk0DoL/k73TIKW7yxh9bKYd/J25/1TiVPQ5pk8l87FkwmbUqSTuczIn18k+EPSd1+bNSXQg2S8yVLfL0QmX7zH9w+PNtgj6lDmBgmmGBFXmpmkkZmGWj8mDmaWZnQGSK1hIHAj6lk1GQ9Q96qqPcd3J8DNF4+I+O8KxzAhEXE1SMf28FsGQcsrcPfexsG+p00l0GBnR8fhju3Xag/aboM0I2/tp48n0ybQzqua5STwZufBOaBIRO7DUMxKEBOZ0UFVJZ0y9oG6tSvHca9A3U5Smb6qhUtL4M+eYk08WOEMiMq2eIqcnzeMYBlZeloPEVSesn5EAFa0yIMtD0uTtUNI0tGUaiyBIoO8x/QR9n+9rEfRZPAZkwkwB+dHJTH3s7u5O7op1Pz1mybTICim7CvQJAJX8/JvbM6xneonAwqiKLJwRTI6doy+m5RiBuP+Wl2WaDNPbfS4nXamHHgM6e+oXAZfjTJB1u11fznfRftz/BFrX4X57GwGdumvQzwiEfaBckyixUB/y+IxUk2DRXj1uHl+u8HJ59OjRKA+moZnTp664H7SRiukTD5y5OD8/n6Qyfef9ux70yQpogD1vmCEwGYWV0dulu49sHobbN94TCBguW+ENaGR/BO9cGWKQoCJlW/md26rfKZNkaQb4ZL75u5Kj5cP2sH/+z3CT17EMLDMbO1dKWT4ea076JuDOTeSmE3PJFJeBluzbt80zmvA8gI3b8wd85ILb7JVFlJOvRYfC+zT8hisX5p45PpZh5azoKOw03Q7rg4G21yY7Vo8B02scX8uM9kNHS0Cm8/Wxtj9GIWnTzo3bbniPDq9BPaMepqOeIzfuI/GBY0r98++874XzW9ZR3ihJGbpet4UTuewjnXC2maRsGIZRFzM99a4GfWk6MGR5VioyT+dSM+QiI5Fulc0AwnDO+114XbMqGoeNJtmP95EJZVhtBeexlRL6O0NN10OGmADv/2kAFUjScdAwEujNKuecDNMfkkZwNjOiMflYKzzbZiOmXOgImNrKSCuBxnM/0m1acLFYjKsgWmsjU8q7Kp0qs3OwznA5KYlED/TNFv1Jpmm95ThlpELgI+hXY5Kg72u6UJ9dl3U1QTvZtMcmU4Rks9Qnkh1vY/RGcuAIgE7AbaL9sR1k6SZiPdCnXXOMWDLaXS6X46orn8elpP7vx5tfXFxMMgxZiDusw3VzPO0cLEM+Eps6z/m7XrnXoF8x/YoN5TZv5+8EfG9nHpUCNkDRi5PlS3dvnPLgWSE5wUNDSKBMxpSgz9DeziX7n4zehkFG1mPDVDjXmVEOz2MO3NeiTAz6VlwbgI0il3Pu7u6OwMRHITDVYkV3Mdvh6hdHWny0rdvk/wlolg3b7+9VH9ZDWZJ0MFLiuLk/+WY4sns6ZwKov7niZrlcTpa+uiRbJehSxq6LDpmMNZk8dSX1N9Mp1pGrqyudnZ1NVpu5LraNbaKDoG0lE6Z8abtJxDwevE5eg/bmepnS4XJWRvhOX5pIsJ20aZe0M8uEzi2LyYSX/absV63Rl+456GepvHYqnbfznGQqVFqudEjF5jV8rHT3NmkPfoagPp9LyawkXF6Y7U+jTJbD9vM6BIdKRimbjAiyZB3V9rwGj3X9jsCqa7Ae9rG1NsnlZ8SW0UfPoFh3Ah1LxWJTv3rtznp6+3gMnVmutKFjTwBKpu/jq1yw2XIyfc7D2AnyCaWUM51igvmqPs7ZIftrwM/HdBCUma5iob45MkhdTT3I7AH/S9PJXP9nW12v7TcjepMZ/uY5/tBWE+TT5rIPbFNGdlzcUpV7Dfqttcnr86zU9Kx8IxRvjZc03uHpO2GluyCaSuKSjoLhZ65gSCDl4CQIWlG2t7e1u7s7GlGmd5JluO3e5oHO9ctsu3/zm4U5x5Q7f1dOo3IEVt5MH2RfDGLMz/MxxHRslWFyTFL5fWzF4nxNbnck4rCYE9R0pDyPbJGRWEZnCXKWE/UgDZfHuCRQJumwzrvNCWCMlj1X4euQzXO1Uep4RkNzgF+V1BvaRuVUK9vjuS48j868F415WzVv5P98Jk5rbRKN8eapxeL28e20SWOUb0TkGNExeDv7T5uknDm2JEEp3yqiyHLvQZ+gYYVnTpmAzydkerBTOVlXKoTPY0rH23yeB4vPdiHYUVmqlAcVhU/EzLXBqdyMQnJguVrE7baCcZLThW1MB5OgQZbFYzhGrpOy8jlc6cNcrSfEzOQd9mcqgf3vATodBdtFeZA9OkS23Jk6siOeu17PqbidCVhVhJG6ScfCfjCVkNEdmX4lD48X5yf4GAyDk/XExMhEguBEslWVKrpMQK4YOEvKMeVdnUeZcBWV5Zs3v60CfS7MINBbJ2nvfA6R6/O3MYnLwLmUl6k5H085MNpKJk+HwMgn+9Yr9x706bGl6SvxpLsTncy/+XwPIu+ETHAlMFKRyHgMeK6LqZmeAqfCWQntuKpJs6wjWSOBulrdRNDnagDKlcBKkOuBvs/jSziyb9Ld5+v7/bg2GD9B0cye9xLY4UrTO635bCP3z9dMh5s64/5xn8HA+xgpcQkcQc+gaF1i7pugSqLib8vS6SreOm/5cbxZCEp0iLyeZZsrw3w+CYDHjyzf8qPeZ/8J+klAOP78n4Qr0xXpWBlJ96I898n1sc5cXZS6SPtK8lfZL0vqj+Vh3eHd5L42n+NEWVagn6nWCvR9PNtgGb1M9HWvQT9Bjt6YgJvH8o5SSRMAdOjmcLZSEmm6DCsnlNLRSPXyR4avqXgGYzI572NKh06Mjs3H8wFlBJhsX88pcX8vPcDQOieR/Z0MzePCOqXp/RYEqXRwHguCGHPgXLnjb4K9r5mrd1wX2VsSAbdTul0KyGtyDDhWlBkB1turdlBmq8YtwYly7jmHHI8sdJK5Tj6jQwIRx1+6O/Fc5dalqTMnGbCTdGRYfXw8SVLalQE2SRb74W/qG+fd/E2n6sLMg9vOMfSY2wlU40rATrtcVTKaovOuIqyqvCnQb609k/R/k/TfkzRI+tcl/ZKkvybpg5J+VdK3D8PwhXbd2u+T9G2STiR95zAMP7ei/skg8RkXVKwE1gTfNCAOVDJnA1yG8DbwZA+8Ng3NdWUU4PMyZ8vf6VSqTyoblZfgX9VXgTQVP2XF/HayWvcp14ing/Z2t88PL/MEHtceux7euevfXjbp/372DkE6maIjCT6u19fZ2Li9icbHciLO7bi6uhqXWTLqcL2UGY+nXO0I6EgZYVCu1BM63QQwOmP3M9MRdErMSbuOSkctRz62gukd6lCSr8pp5Np7Ar/lYdBP4OezfpxKyYifssuIL201j097tlxoK2m37DPtx/pFIKZccxvroj5U0ZN/Wz85D8i2vaWgr2sQ/38Nw/AHWmvbkvYl/TuSfnIYhu9trX2PpO+R9Kclfaukr7n5/C5J33/z3S00GKYt+NArKwVDbj4qwPvyyYbStbA5F+D/Tt/QWzP1Id0qMecR0ntz2SAdh0HH74t11MF+8vg5pi9dsw8viSQDtUKTgbowcqnAgc4lzyODItuwohKkKE8bxeXlpU5PT0dwJGOyPPzY2tPT01FWx8fHI/D699HR0TgXsLOzM7aBY+e3VPHxw1xCenh4OD4bxZP+TsMsFovRwTx//lynp6ejPnksfJNVjtnJyckd+dtp+eYst5FgTRDmo5CZq6cOGswtUzpASZPo1r/JWJPhG/A5YWj7qsDM51h3qA+0ZfePkbgdloGSYO87tb0Yw+NBW+Q1uEQ6WTBlRqLDD9uabadtGl9MgmwfXIjg8TYp8bG8LudbmFbMlJTlxAgnoy6ORW7L8oZBv7X2VNLvkfSdN4K5kHTRWvuQpG+8OeyHJP2UrkH/Q5J+eLiWyE+31p611t4/DMOnetdYLpc6OTkZf9swuAbWeTUrJFmclccvG/DKBQrOq38sUE7A2IlwcDjR01obwYLMzUInmBs8pGvlfP311/Xqq6/q+Ph4PC6jCiuGf5M9+7frfP78+QSorXjM+ZNhpuMguFcTgUzXMCeZoJ9zFJb96enpCEwnJyc6OzsbAcrGvrGxMXlqJm+I8vsH8r/r5RjYybh/niR2W7iM0UbscTNr53OB7Gh8XaYZbNgcFzsFvjzDY3FxcTH23efRWSfLoyyoA9QvRyO8lnWZhXpPPbeu59Mzpel9IhWzZ0rBelWlXnmsf7stTJdUH14znYnrz6wAjyfz5bk5+cq6sm3ONPDmutZu7+be3d3V5eXl+ARZt/3w8HBk5X62vnXdOujrGce84MFjS2LmseadzWxj5TCyvBmm/9WSPivp/95a++9L+llJf1LSVwDIPy3pK25+f0DSr+P8T9xsm4B+a+0jkj4iXa+kcMfsUW00YwcC2J06INO3UvsxqJxQcZ3+z1fmMcrgZJiNjczeik1Dy4k8lxcvrt8mdXJyMrJB5hiT7RO4M32ysbExvpSF10kHQQfi7QSRvCZB3+fQqCvQp6LS0JzWMOgfHx9PQH9ra2t8bK+fXW+gM9D64/H324v8ykmyWEZgJgEGfYfG1BEbY2ttfNKmo5DFYjFe1+NF9kh9s6ycxkimT9A3gDDK8piQoeYcQkZ4Hg+DD52Vn2xq3XU9uQChl3ZgYaokWSaBNZ2ANE2vckLT9VqOnLDnNTISYalSL7x2pndcLA+mYqyr/M9rMpL1WPEu7cvLyzECPTg4mETgjHDcVzoHziWQdLmNvC6jBcuO7U28yfJmQH9T0tdK+jeGYfiZ1tr36TqVM5ZhGIbW2kvNVAzD8FFJH5Wkp0+fDha4c6iS7ig/iw3L3vXq6mqc7HR6h+zbx1l5HEa+ePFCOzs7o6HwgVYGfU72uI3MefubDJjGZqDK9ElOXs6Bvlm0gcfKnKCfEQvZsa+b+3w+U2KWF0Gf6Z4EfSu1gfbo6EivvfbanVTEwcGBtre3J68k9FiSaZNx+8Pn4dtIubrG5zllZ10YhusJN5IIvoHMOpKPT6BTWS6nb6PiclQ7MDsCpictYwIMDZmEg3VT7+20pOtoxs7U7fYduhw/g5yjW0azLpnO8W+Tp2T6VXonmb6va1nwWrYHRu7+7f/8XdkBwY72WEUX1MuMYNg+O2TmzjmvYRleXFyMBPXw8FCXl5d6z3veM7m73PKoogoCPx0556YoOz59lHVV8xxVeTOg/wlJnxiG4Wdu/v8NXYP+Z5y2aa29X9Jv3Oz/pKSvwvlfebOtWyxQ6fb2YxpM7xwyW97lx5RJhp48P71sMnBOujGE5OvPfB4Zp43+8vL63ZlHR0djeoeMhwBMY6dnd/8NeHyYWZbM/c31z/VX28kWWTedGY1I0uSF7WSseW1HXM+fP584bjN6y8tgenR0NAIdH4DlNjBnbdDmfQIE/cPDw8kTE5nTd9svLi702muv6eTkZJKq83Wl6eocRwZMj3gc+ZrMnDeyLnjMqOdkmv7vkum6ZMYcF+os8/dMSybZkKZvd8sUDp1KFTEw3ZJEiayc7Urmb1Ck3lTXZJ0E7AR9F8qN56ZTMIZYNk5Tnp+fjw7XBOzo6EjL5XJ0wtZlpjP9PlwyfetWEgsTUY51Mv2K+VflDYP+MAyfbq39emvtnxuG4ZckfZOkf3Tz+bCk7735/tGbU35M0p9orX1M1xO4rw8z+XzpunPOVVvQnACzcfMjaWSQFprZXb7j1MZIBSTIUbkS+NlGMswq/Mx0xenpqb7whS/otdde09HR0XhtG3nFwKtUzGKx0M7Ozgho0t1VTWwnnYsLDSKdSi/cTzAh22OI7es67765uamdnZ3x+SQGvEePHo1vN3NhmqnniLl9zqDTgXEMmb4yW2TKr7V25yFpTqe4Xs7VODWUOVezPDsDExCmAOksCfqM3qgDBEVHMQYLv2vWTs6yMxFi6jPz+JznsC7ZEfL+EgI5Zc40kAv137rrYxhVZX2WS6aKOLaWF9OQlF9GIT1dct97+uP2G4O40MA6YTmdnp6O+OV+HR0djXrfbuYDmCZ21OnFAlz7z0yHncfp6elEfo5C0sazvNnVO/+GpL/arlfu/Iqk75K0kPQjrbXvlvRrkr795tgf1/VyzY/resnmd62q3IJmKoRgUOWvCI7+z2Il8DeZWA8gCBRWStfNsJ0em9cnw5I0AQUqrtuVypiePMGZIEbGwD4ncK4qZJTS/OMX5gqZPFN1Gbqmw6tkz3FJY01ZZ58JllXUlBEW01pkeK4nIzGfk/VxDHwsWXTqnGVv2RqoPL6VTlQsn+NEgpNATP2n83NkkqkYt4t592qyNK9l+fAu7Ex5JBkj+Oc1crxdv7eTpdvOK+bOb/9Ox+Jz+Dx93m/BMWAfeIc5ddh98zlO6dgG+D6LJHrSbXTPl+Ow32/pi9GHYfh5SV9X7Pqm4thB0h9/M9eTbnOVLnz2DnPzZlEO1527JDBXeb1k9FR8Kmp61Co090DmDSZuB6MThqHJ6Lw9ow4PsK/p9ns/HQCVPllTOiWeZ2dG+Wd0ZHaZTN8Gt1wuJ7f/W8ndP4f8l5eXk2ctuaSTYhvYFv6nnLP0xroXAeQEd+Uw/L+acK1KRSzIaqsxorMyIbJO8gmklJdBledT9/zf48VVZLwhymNtOVu30xY85j3QT6bPeTCOq6+V40BAS/3lqhfWMwf66UTpeDMCuLq6GlfnkHjyuV7WX97JnATKpbJZtoHzF9QBOxwuBPDYMSLolXt9R650N2wn07bycqLHOfdUymSoZIo5iSXd3sVLxkeP7eL/NJxkR4wCDJB2VHZgVlS3p2J0BkiGoJlTZamihEq2CZ40El8vz6EDzG9fy05pGIYx3KUcaPg+3s+z97f7YHbj63u/2Y4NjTlgg6kNQ7p94ieNmxPTOcnJY70818QjowbX5ZRJJXOz3Zxj4iQ7QZSpmQR95oPTOWeKgxGKddK6R6dNGTIaZhsYgZDdWmeTPPjcTO+4nRnhEKjZdkbU1Gl/c817RiHp3DJqTDupsIJjR/22nPnww52dHV1dXU2evcO5CTsLEsXe9X0+IwqmDxnhJD5V5V6DvhVFuhtGS7csxt8JmsmiKDgXn0/2low7z0/lrz6r0h5uf9Vnf1cft5ERTZ7P49YtyZi5PSOaimlXrDvrcp8Z4ZAVkSnZIKzE29vbk/E3uHpllo+xURm0cjWVjZQ65HokjUtH3YaMzLzN80Q0MvfVbU8g9jamBw1kdALJdDPCy7GowJaOjBEXIzHKpdJv6jkdKMeSwM96aBvebnZKuZDpk9SRFPg41zMH+nRIPRJGRl05Ux+XtpiRHeu0TuRycJ4/Vzi21M3sJwlCde8GI49eudegL029bAou2bu39X5Xx89dNwuBrIoequuyWDkYmVBJaFw0Mg9sOifXyVUNBOlcIpd51wzL2U7/T6ZPZkc50FBpmGbEroepOY/p3t7e6LQPDg5GwHXUxhCWKTJPglr5OZHpY5xScNv29vYmqZCNjQ3t7e2NE8l7e3ujPMncLi8vdXBwIOk6PbW3tzcBdhqf3wOc+uHjnBv2en3mhy1fMnPLvcf0CfDuO3Pg1iOyajpUvkKSERJBno7Sfcs5AO5LfTNQeVI/683IhWmmzHf7egl4GVFTFwz+vm4CvuvxdbjKiM6QKwcte9rT7u7uhCzQliwTZiuSvFkHOFbVwhFHTa7DfchJ9arce9DPFAQFaFDgtlRYKmPm6K1oNCayFl4/AZshGlM1uVzMCry1taX9/f0xRfDo0aMRONwOX58T1maGNEa2z/Xv7u7eCQ1TufjdC2spQ/+mHC1zOr1kZ1Rkr9Q5OTkZn7BpwHbhvMsrr7wiSSOzPzs7G++d4AoJn0d5menbmRpI3a7FYqH9/f0J297Y2NCTJ0/GV9w9ffp0vNnP4+mVGnyt4qNHj8b6nQ6ycT59+vROHz0uBH2zXIIbAcXyJkDnOFXM3W3hkr8KQAhmvqbHkit7rMv5+HL2i+mYJFipe3lN9jt1iOTEY8vIhfZPWTDiYyqJDiAjJRbaGPXZ+GF98/XpdC2/1tqdm7N4vwFtm+dbt7mNbeQ5jDIpr7ly70GfIG4DsUdvrU1++3h6Yw8QUyTclyUVzQNIpfc3Qd9GQiUj6Pv5IQaXVR6Z7ZjL0ZnZ+EayBGOCt9mz/6cSu91kdOkoE/Qppx7TNwNK52WDMctmJOA0i9mdne26bCbJQhYCUOZZbWR0HmS97HuCdP6urksQJ8MnOBP0eQ7bTZ2njlsnqAdMe7gPSWIY4TDSkTQhNZWsycxdMo3lVBoJHHXGbfDHy069zNd2RtDmWHpik4sKzLrZ50zXrAv61kVJ4xJk66gjWutLOhz3j86IOEBZce6PbSPpY5Seq5+qMWK596DPEN4CpedOkPZ2Fx6TYEhl8P9kFhwkOoCXBX0Dvu/ccz2cMGPb3U8reLJ4shu3y4CY/ZJ0B0wSYBhOsn6yGB9juSTo0/gZ7bR2u4yMRpZAxTbnmLFd6cCd57Su2FEmgybYJoAm+0w94nGUU1XItqvtZGxkzpZDMj86HF6busl9BB32m7Ku2H0F/q7bpIW6wHZUTJ966/GxHRP0qbsEvL29vQnoM/Lw+ZQnWXIF+pY520Q9ZOmBPu/1MUEhJhGYjRMeF/ebffRYMQ9vgkab8fdisRjJryeVeT9S1lWVew36ZogWpEMl3wwjaXwqIpeg2bBzyaaF4YG3UmQuMT1yzwHwP8O2BH3eDGPD2d3d1c7OzuRGMunum3tyWZYHnqDguum4CNaUJw2/x4LXKXleAqW/CSbOH/NRycvlcsy5M0pjrptr2zkZyDttrRdkVjnpxRe38Fn3/u/rui1cKsjJVo5TRpGMjhgx+RzL3mPm30x9GRA8ZhnpEuTICPN+AUZ1dAjWe+akPWYEfD52wbqbx7uNlW4R9K3LBiuey7vJaVNOh+7s7Gh/f38yUUq5JuhzqalBnw41xyPZtPU29dsrnpxd4PJiEw3rl52CIwBJY5RDZ2rZ8WVDHAM6JNqHMYFpPy4ymCv3GvStlJniIdugkBgJWDAZMjKPx/2Zm04wpxGQpdsYyIQS9H3M3t7eOMln0LeSOGx1/wwqNgqCCwHF7fFcASMBK5F0dyWP5WkZMl+cTDBTJSkzA4/lxnYwrUUgdh/JfDY2NsZ5jr29vckkpu+GlaZvsTIo2SDdllxdY/l5jHgXoyOwq6urcVxyjsZt8/iYjBA4fB1PFnOfx+TFixfjuHNSm3UwL0vwoV57PAi4llVGI5kGqZhtRm3WW4I+0ysV0/fYMArMqI7Ml+dSF6kPFXHKCC2BmkSN9pigT9uooi0W1+VnQy0Wi3EBgqRJFGQ929zcnNilH7BGosm0F+Vo+bN/xi4TxXziK0nAXLnXoC9NQxuXVNjMyeX+ly3Jgqv0EL1ypoM4cKmAmfNjzjXTI1U7uM/b2B6CvutnSG/Z5AqKTO9Q5mkkbDudANM8TO/Q6W5u3t5LYQCwsvp4h7d2+jR8y471cp6BH6bAKB8aNcfG/+24kjBkxGfZMLWRYENdpG6kfJmCYrRCECdj57hV6akELY7fqpI6SZlVqS+2o5eWe9moMp1KdX06CkkTh1nZY4I+Wfo6oM9ImjJJJ8VUI+uaw5Qe5qQsqpIRz6pyr0GfIatD8Jzpr0oFhJVQUxmoVN5eCTxDeaYRvN/nE3j4pie+FYrMqWKHOajrDG7VbwNZxbikuzfTLBaLO5GVjyNIp+Kn3CwbG03mK5nasjz4tis+aC9TPa6X6RaH2r0Pb2xx2oFzR44q7Dj9vBU/eM3bfHw+TM5j7Ek/y5npqExRsS+pD5mX5/gwjWM9Y8449ZaOiYBIx5Iyclt8vSzUh8zps25OWlcsO9vZ+/C46tv1pzP0MfxUkRHr8m+zcj+GwUuBbVceR/ebj2zwNcz0XSxjkorW2uQxDNYr/2Z6lLrvcbJezJV7DfrS3efLVIBHkCHDqjy+mSlZQcWac/s63pYpE28jGBCw6Lzm+kQD8vHJgui8LAP2RaqfKcK20hjprFjoRD0pRYbj3w5ZfQ4Nz21zftOsnoaXhpnGW4HE3LjkdwJBggodiGXDj9udN1VlDr2XUuvpg42YTnYO9DMKzvFhNELAn5NVgn9GbWT0biPlm4SMkSX7TkdSATFBu+p/dc1qnHN79pXA3zs29cDH56T0crkcbxbkePtYztV5O/HB1+YKoRwXLvH1b4K+o+G5cu9BP4tB24Dj8J8TH8xt5QSrB6kKWV3/y4Sh0t0wPBmOQSL7QTZEhkyDcz2pnJlC4soVOjdGHSwJ+pnrpOKn8yOjp1zJMgkUeR2mUKyofJVhyjOBj8Cc+8zye2yfk8GWrV/Aw2iNa6gz0pBuH3rFOyNtfMnAXNgG9pN9pAH7HEaUHJf8T9BnhEYZuf2WTzocXqciJZkGoW5ye57HcamibJO0uVRHz04rQvSyNszzaXuWn/tDmVt/TXSsf7YNafp6xizZH8qqKjymR2Kq62S516DfC7+SmSerncupWykJkATMZPsEsVSoCpQJ8FQkG5TDszSsqm+V8uc+ty0ZEts1V6poJhUwjXcudVYZKPvp85x6sJPmHEOPKbOdVYoiJ/I83jmX4Jwro0HqDWU35/wSWHrjxP0ZRSbL7NWZEVPKwuDjCUAvOvBxeW6CU/Y5U5aSJmmHqk/uTwK7dJvi43sN3A7agvt5dXU1TqQzdcLrpp5Th2zndCqUA6+ZKWOCvB2o/zPFPAzD5Nk61jXrHY9jhJPkhg6Rjtn1VCSI7XB7GWHMlXsN+i4JQh7MXGlDQBmGYbKU08bgc23wfDhWa238z/MS+OlVPUi5T7rNu3qAya74xieyiyrc7MnB24bh9r3ABjZJEydHtsu2UxEZxrok+FbO1+cQNLyPb7uio2XxNfheWSuzX6LiVxZy2WUyXRo262CpAJa5dOdh+Tx994HRCOcXMr3j+hjh+NrcZmfk65DxcmKZMmIfqe/+3tjYGJcKch25x4UOkmvxGZ26f3yzmfvGeZ+M3nx+Bfq2Ey5p9LnUSfab+W7Oj9DWCOR2DHTm1EXaYhVp5XUJ+r5GvsPZsrNu+o7vYRhGnbVeXVxcTMiOdZ6Zi+VyOZG7j7XeMrLsEbpVRO9dAfoMHf3bjI35YAqCA002whUtVHz/txHk8sx0ApliSgZXMVErPoHQikpWSKAlkFa5S/Y1jToZDlNPWWikKcdeaF2F0MlMzUoI+CkXstWcoErAz7X2ZJ8EExtlplQIPJaTDckGTtBfLBbjePljcHLdfPepdPuWML7YRpqmhMgsCfLc5t/WCfeLgMdjTVi8TNbryOdA38dTx3lNppuY9piLeiqG7b4Q1H0MIzLaVNqff7Nuy4TXZR9ynb7Tit7GtGA6rIpE0Ea9MMNOiYsPeF+IdYFRE1n7MNwurEhGn1Easwf8MMqgLlXlXQH69oAEJg+gf9OzW4C9ZXbJqMiMqfz5qZbvEfDTsTA6SEPi4KaCZUlDszz8O8GT7XOhwfs3v+dSFT3AT4PP374WWZS3VR87RLKxfD+ujYvvvaUxWTaMwgi2NEyPh5/n09rtc+kdOZHpk+0b9Hljl8fO1/NNZy50WNZn3oTFpaJkfhxDRm4+l5PnJB/JtJ1KS13PB9VRb1MnqIOuh7ZFlk0SRNacKVdGEdRhRiz+OGVF0E/95s1Z/k0nyXQLQZ+yzwjNAMxxYuqmWonFtBGvRSeS9t6zK39XGQhfg0ub58q9B/0EhsxbkXERVLIQfK0QZvY2eKZ7rGBWtmQenMisnEFey4bqsM/v1uRdpJx4ZX4+8/9kHckAkvVk5OPfCfTpmCpl7Mk2jY/H+522dMLSNKfs357QZa6SYJ/Lduk8W5s+l51hO5lS9dt1mCwwdDdQMaUkaWLUmVMloKRsMk2TbN3tT4DNPG0y/eXy9gFgu7u7I9t3ezgBTfn75rTW2p1UD0HLfebYkv3PpRSobznvkiQu9YELFbggI69JeXKxhkGfkSZB3uNXRSWpJ9xvQuL6CfgkKiYPXAZMXXAUZn3jtozKyfo59sSPdz3Tdw6NrI2g4tDcSr2zszMaqY9h2JSC4p22VjTeSce7bb3NDISOI1M++e3Pcnl9F93z58/1/PlzHR4eji9Hdt3JjKTbnCyBnRM/PsaGK02Bo1LmZN00IhpyRiGsN5kgx8bn+SXmy+Vychs92ZblSYAnM888PkHV1+O3Sy8Uzm2Wi0HSTM1tzTXXlhHbwvFh+3g9ggx1lLpDhu9tFaPP/PcwDDo4OND29rb29/dH4Gd/nGYgYTLxoU54rAlSnCcjwSHDp+5Sr1zfKmZLm0rboiNgVM9iva2YvktGgsn4eX22N+3k8vJSx8fH4zgsl8sRqy4uLnR0dKSTkxOdnJyMEaQfK+3VYr4+oz1jxGJx+44QyskOgst7ecxvGqaf32lM9uwcLHpFKgfTHwyHrPxm+AR9PjrZjoKMpMf0yVyk6bpbgoYZk0sCNUGFxyb74/mUX7LbPDbZeY+59SIHjgtDeumWZVLOmUNdLBajrLnUkNclKFDuXBLKcSWgc/6HTsf6YFbsx0CbOHCC1HrhttO5cox8PRutC0HLHwK8t/lYG3RuZ1TDdMYwDHr8+PHYDz9OwuBtUCPou6/uF8csAc//qUuVE+XvnqPtHcNPplMzpZHRD8kIHQNBn+TLH+sGnbb1z32mg9na2rpjx4wiDMre7mOriJOrhOY+xBD2kTKxDHjjY6/ca9CnUC1AhsYeEAuWoVzm+xMUDPJmRAZzgj0Zvw2filexEQJUhumemCQL4PPhGYUMw+3EVgXyZFE+xuetCrVdyIDSKbDd6zD9dAIeh/Pzc52cnGh/f3803kxJ8W1ZnOjMu1dpnBlV5IfylKYP2Utm7WN9Yw3ZuJ1Upjoy1TZXMkynTN1GvjPA9bpN1g+Ds4HLfXJfnj17pt3dXT169GjUa7NSy5QOgLrKyXMDlx0E7cnM1Ns4pnSyJD1k+hkFVey/0qdqP+WadsfogGOcx+d4ZlqFBJPpwBcvXowrzYwptNPT01Odnp7q5ORk3OYJftYh6Y6z51xQ9stkgg4po6V3fXonbxoh6KeRMw9bKRIVgjl6Pho5Gb6Nzk4iAaNSLjJ8KoyXap6cnIxLEbk8i3VZOcgYUwHJmsgaKL/cliUB3NfspUYIFjlWFYuzcTj1VoG+ld7r9XkDVZXWSbbJ8SV7znFnu6poonpIm6SJw/EnU0yUM9uYrJxGTxZKUmG5OT/vtJOf2OjxpiPb3NzU06dPdXBwcAf0uYqEj49g4aS4+0ZnwSiaK07YZ8uYJIG6QoZNPaLuVLqZJaPJdN4VMcsoo5dm4hinrnO756ocQbpP1o2zs7MR+N133hDIKJ8A7rmCBH0+Lpr1pDyIh71y70GfzITrssmevVSPipdsmzk+MvcE+mT6jgIYKjKKoEK4mHVTMa0Iz58/16uvvqrXX39dR0dHk4lJDyzzpA4/pdVrlOkcM6/XY1MJ1P7NtEUacxpj5Wh8zNnZmQ4PD7W3tydJE9n5m09uPD09neT2uVrHsvI2A5V06zAsLxuS0zQJ4Da41trkZrmLiwudnp6O+drF4vqtX+fn5+PrDa1HOZGb4MX7N3wdLu3jGn2SCm5zuqa1Nr5sm7pOxv306VM9evRIT548GZ8/b3bPx1jnXcSuK+fPTk5ORtA3IDn6tdMxYSLRIblKG0nnSd2piEQ6WaYRe/qczLfS88oeqtQKl+Vyfun8/Fyvv/765Dn/1oXLy0s9f/5cJycnOj4+ljSdAzL+eCyts3b2fqaP9ceyNwbl2BEL1in3GvTJpDOPb2HlKhs+XtePzDVbStDnm3k4aev6cklbteKgAkHvc2FKgoNko+f1OBHDyEKaOhPX4TZneiPb02MAyZQrBkfZc5WU22HgyTxqFV7nPId0m3NPOVV5ZLY7nToNnHMHdKRzoa/7Q2CqIgvXSblkdMRjs//M6+eji53r90PgmKPlfoK+683VZUyz2DERZHIM2WeOA1csGYA4F+X2MEKlLBjlsN7cl+TBY2F9dFsMiNRbgl5iReo6dS0XBrCNmWbM5bnuI9OqnGz2PveHE7Pcl3Y5R8aqb+pYLzpiudegTwXkoBB0zDg8kFx5kp9KmASFnCiq0gJVG/mbipX9MEPgXaYEph7zIdNPNmm55EtACG4MO7PYYCkz5lldvwGGys7+ESjt0MwszZCz/dV49J4+ybRDAgtlVY1Lb/wqY3Pdvl7mUCudzLHpRT78n+2jQ/CY24HaMZi5k/n5P9/Z4NU7nHimE2RkbDbpiNnt9D5HQdVKEsrfgE+iVsk5c9G8SY4OJNMl/lSkJvWxB/ock7wG7aMaZzoHy+r8/HwkhCk33kviurlIoWqzx93pHeITZZepxYz6V5V7DfpS/fwYsggqg5U20y8eEIN6RgZ80UfF9DNHT8PO8NXbUjGdgjk9PdXh4eEI/HRGVqhUCBtGOggbrkP4jY2N8fGtdCJMbdAAGTqyD84Z+pq+Lhka+0XW5uMMMicnJzo8PNT73ve+8fh0PnQyNpbT09NxmWROKmZYm87DfWI/qRfM9/IYp5m48sJ6xeXC1MvK8dCJ9nTDUaqX6h4cHIyvB5Q0Aopz9IvFYnzBTAX6m5ubeu9736vHjx/r6dOnY/Rqx+s0qdNklq2JCHXJY8dUlPWGcuUqEUZ7Pm7OCVJvKmCeI1m9yI/npV6k4+npDceuaq/7dnFxobOzsxGDzO5Nco6OjsacPsHZUYvTO3bytFHm9KtomektZiJc37t6yabZjXTXyJhKYKjMt1iR9SSw+7fTO0wDOZfPlI5LpQwVu+cxdkzO6b/22ms6Pj4eb/X3MjCCU8+x0PO7/601HR8fj6E91/Ey+nFUxLK1tTV5/scw3K7P5oegQMfH8N9t46MxXnvtNX3+85/X+9///tE50UkwVXFxcaEvfOELo9F4tQOvSybOuzstbzIxslGCER2Uwd3bndPnygw7ID8ojMwwIy/p1klLmhiopBHsW2t68uSJHj16pO3tbb3nPe/Ro0ePxmWWp6en2t7eHvP0GxvXrw8kW2eaZnNzU+9///v1+PFjPXr0aJI3NtAT9An+Jycnk7SN+2hgY2RAoCf4VktxyeJJmKzTyWatg7bnJFlk3pR5RbDSORB4GbFmBMextR7ZOfL+kfPzcx0dHY0kxa87fP3118f7cOwArCOMuLjskzbKtqWzdT9NXCWN+GZ58/6MXnlToN9a+19K+p9JGiT9gqTvkvR+SR+T9F5JPyvpjwzDcNFa25H0w5J+p6TPS/qDwzD86or6J++YlG4NqgJ9LsXMdaxc61udk8cS8JOt8TeNugrd/Z9gVKVpev33Nz9pQAZBSeMqDbeNRmLQZ72ZyjDTp9GYxVWpHYI+Iwwrt5kiJ9wJvJQhJ28NSjTGKsKgE6uYZSVL6g9lSGPP9EKmabIkk+yNJ1M4JCG7u7sj0/e1tra2xlds9pg+J6Q5L0QdIVGo5jpSnyjfKtWRIEnHmjrCbUme0oY8fpWOpZ5lFGVHk2lVRoPZL9fLSJrzF7RXH8dUj3XDpGljY2PiHCgz2h37W+lI2r3lmONJ/OPy3bdsyWZr7QOS/heSfvswDKettR+R9B2Svk3Svz8Mw8daa39Z0ndL+v6b7y8Mw/DPtta+Q9JflPQHV1xjorApJHcuUxb5YfogjT8LgTvTGans3CZNn7udKZHMTVeOgcBjBTZrTuZCgzGb48oAKqn7QJC0EjkyMAAMwzBZT0yDSnm4z2S8DD/JLJ2ikTQyZuZ1zUopI6dUemNHQ0hjof7QwbidjGwqnUj9sKwSGNmO3rlsi3T7MhJO1DKt6DHlcmJHUATsJACcQJ8jFCmv7E/qYuoawYypwTyWRMH6nKu3aCcERkYXdOb+z3oIgh7bKpVH+2V7bbecu+CyYdov5xdIEugAmIokVrC/Ke+0q9yemFPhXDWmVXmz6Z1NSXuttUtJ+5I+JelflPSHb/b/kKQ/r2vQ/9DNb0n6G5L+UmutDZW7uymtNe3u7k62Gcik6ew3FT4ZDI2gOiY/PYNIxuPtVGAquY+x0nByssdmeA6vVymtr2ElyzsRfR0b0DAMk2WCPo5Lx4ZhmOQhs49cvePxoLEvFtc3FPnazm1yyZtzyJb1xcWFdnd3J68k9HEslZPnuLlfGRVldMO0mB1aD7gZvVTRiY/hRCbTO3RY6RD39/d1cHCg3d3dMS3jF647DeTti8Vikt5hTt999Z24TMGk0+Pa/p4NUCf5TRCvgJ8sm2kJyiYLx8iM2f2j3joiZVSe57OvVbSThI2RnNuf8zhOwdJuGQGYmDjK8j04Ps/18w5sb08bs9wsL/Yv+8KsBt9CR9n0yhsG/WEYPtla+z9K+m8lnUr627pO57w2DIO1/hOSPnDz+wOSfv3m3Bettdd1nQL6HOttrX1E0kckjSyXhSEYhebfNkALz8rUWhtz51aq/LjuDBN5jQw1fU3vp3fmdq43901ZBL+8AYnFSmlj5csx+FAnKtbm5u3bqGxMBn06QMuE7Ojk5OQO67PRJOhzjbvr5LI2333MG9FOT08nbbUc7BgppwQtt8lKzm1pzPzvtlFPkrWzznTAmUpiIfizPn7nb0Yb/u1QfblcTlKUdua+eYyMln3LJ1G67ZW9MIKsUjyZ0pBu7zswIFbjQofiOhmdEPR8LI+x7dBJkd0TqC3HynnlSp+MRsieSeC8VJaROR0CCZwjWefSbY8Gff8nqaIjc4RrWdA5WTZul6M833CXToPjvaq8mfTOK7pm718t6TVJf13St7zR+lyGYfiopI9K0sHBwZDPOBmG6YOgLDx6ZysFQdq5UioMwzP+9wORqrCQOb0bOdzJK5vpWdncZj5d02kPaboqx0bb2vWNTWZ+CfpWYkdCVlbfDLJYLCYrNNYBfUcBBn0Cp5XR13F7eMes5bW1taX9/X0Nw6BPfvKTevXVV8dVS0dHR3r11VcndxienZ3pfe97nzY2NnR8fDzetezVEU5duH2cvE1wdsn0WpKHZPYc43QWHksbrv/bUCkPaZrmS4NmHXt7e3r8+LH29vb05MkTPX78WLu7u6MszfQPDg60WNzm9A1YZISSRr0g0FsfaQuMhLiijfMBdLZknRlFEaArmdJ+KBOOk78tF+tjOgNv49JS6gOJRDoZkhY7EE6e2qH4xijeCEi5GrhNVI6Pj3V1daX9/X0tFgt9+tOf1mc+8xkdHx9rb29Pp6enurq6mrxhy30+Pz8fx9v95I2ElB9t1k6AqxCtC4445sqbSe/8S5L+m2EYPitJrbW/Kel3S3rWWtu8YftfKemTN8d/UtJXSfpEa21T0lNdT+h2y2KxGGemyUD4zPUUkIGfKQ7mivMOzVWFhluld2g4VuYE/WRELnQc0t33aVaZr2Sbdibn5+d3+uXbxPnGnkx1OBVjwzcTT9D3OQn6fOmJx2x7e3s0mtdff13Hx8ej7J8/f67Pfe5zk7ubT09PR0dhx+jb2H0MZc6bX/hkTOZFHVIzfHeZix56aQjLLoGWTthjx0gxHScjUN89e3BwoGfPnunJkycjCHjJ5bNnz/To0aMxfUOQpHG/ePFivOuZzi71zzrCpYN23Ds7O+NSUd8YmI+K4E2NuWCimlMgY0/d9fEmMz7GxCfTNDkfQEdLIkC7c0nnY0fC9vk6xg2Ob06SW3a2Pzvaw8NDff7zn9fl5aX29vYmK8ksexJY9sXXSszhvRo7OztjanB7e3tMCbpddgBz5c2A/n8r6Rtaa/u6Tu98k6S/K+k/l/QHdL2C58OSfvTm+B+7+f9f3uz/z4YK1VDMGjmYBC0XArAFa6XPtEmVBsj8OdMAeRzTQWwTCw2eINS7yYjLt9h3Ah6dHhXF+W+nTCgPp1QM1NIU9J2K8cSqo6GTk5MJyPpYSZO8q1NHuSLJ9SyXy5G5O21zdHSk58+fj3nIjY0NnZyc6NmzZ9rc3ByjIH9oZJRn9pWySaCvUiwEJhMIRogEzayDY0RQ5fG8nttowzVAcumwV+ns7u6O8vQDAZ06sENwXxm1eYwz6klmzfYScDMlUwFn1fdMn/TAlnpUpeV6UJDRErezbo5ndU7amh1zRngkk1WUmJGUV5pxDuv4+HhyXKaKrSdMNSW5cpspN0aMTAfaQftenYpgsryZnP7PtNb+hqSfk/RC0t/TdVrm/yHpY621f/dm2w/cnPIDkv5Ka+3jkl7V9UqfN1V6yrCqpIJWCszQkPUmGCRrZFqhCn0J3mSG7E/2cZ3+pOH5O6/LPlV953YaKFlwhvFVfZXxU6Z5fmWwlE86ZLeF7cv9dO5MU3Ab/1cl25MgVX3z+mxrHpty8/gk8PZSLUk2qG9MX1R6TNDPfPgc4Pf0hHXyOPYro8xcQeXonBER+8mJfMqUS63pxFKGdMAmU1zqmA6Q7a4cI+22+k79WbdQJtX4UucrzHrLQF+ShmH4c5L+XGz+FUlfXxx7JulffdlrJMBkyGnjdVTgl0gkg+Ldjbu7u5M7IJ1a4GOWeXPIKqbPdbJOeWTbt7a29OjRI+3v72tvb2+8686TM/TeZsFev83JU4dwvvazZ8/07Nkz7e/vj/3wPjMQMwDLz0rlcNLs3aHl8fHxxEBYuOxO0p2Xi7h9jx490nK51Jd92ZdJkh49eqSnT5+Ok1yMPPb39/XkyZPJi2Qqx8vx9jV5854dgxkbdcZGx0iLDoiRmKMnt8XpRNZlx0+G7+v6hhwzS16LLLHnaAiWmXYgaUgwd995vP/zOI9Tpl6YYkkWaR3OmxzzmVE5J0D9z/kk2vHGxsZoi76O5Z9OIHXCukunUOHGMNzeg+JVa3Qcjp6cOnEu3jrmObj9/f0xh++H4dmpeEWWIy+neDhHaEfGhzlKGu09SYu3t3YbRVP+vjGM15kr9/qO3GEY7rxnlE8JdCEjSIG5pCdMZaqU3ceRtTFl5Hp9bF6X4GiA8jaGmgSNbHPFwrmP+T47NvfJYGUHY+Vm/QZ9GyFlT+BPtu3CxxG7zzs7Ozo4ONByudTe3t7YRt8h/ejRo/Fabqvb3WOYbhPZvdNLBFy3jbK1gft4MiVJk/3uM+dlnMIyWFRy8bcn/7h2m6zNTtNzU/nEUJ9r4sBJcqbcUmc4p+GxZPSUKUymIPPR4WTb1BXaC1cW8Tw6EOou91lPCFAbGxtjbpoPTsxr0pkRsHugz49tzuPIu7bpvPf29sZIySTm6mp6LwzTrnTodm5cwcZru68ZFdDGqwwGxyHtwdt7RCnLvQb9LNUEJwWUeUwyP/5PA+CHBiZNJ4CyPheySrJAphXyHAJHpgKoEJnioBwINGnYvn72P1MuBJKUCa+VbbZceA3LImXK/lPGHFeCWJWG6aVoaHgpU8qjarMLATXby3FgXdne7F9uz75U+ys9YB/zN8eS+9LRVDrf0zd+U0+SdPRKlZKYq6eXysg2pO1kqbZxXwIqz6nqrojjXP3+JnlgPZXtV3i2bun1YZ1233vQz4lHMwuuIOGSLT5Dh6+Nc4jEtcz8cNkaV5ZIdyeGKjaagMNtBgIaGdM0XC7n5wc5lPOzyxnucx22wzuv3mHUw2VvDF/dNjN9y5ZrgRMQDKpcmuk6cp2+ZToMd5eQuf1eb+ywlGk0AlIVAUn9eZnecfmbJSM4s+0ETTqrBHN+5/6qTdneVYba218Ze+VsKqbPfucd49RXEiHv47N/qnQLI0KPLWXK6CzbnM7aJVdhsS7Wn7ZqGfh61FvKx3XwhTJO6eR7mn0ebWgYhjE960gtU2yMgLgaaS7CnRvvJHmV3LLce9BPpWpt+ohZ6TZF4NUOztXTATD/RdAn2DI0ZXhIwabSSrfgTsZNUCSgeGAYtjrtw9vxF4vF5O1HdHy5Tt/Og2kpK5QB30ZLALYs7eQydVGBfjLM6uYsz6ssl8vxDlGfs7Ozo8ePH09CccvAqRqmBaow3dsy/5+MjqCUrJjHVtGJQ3+Dg0GOAG95ZFqRTC8LdSVfEuM14svlcrwX5fz8fNQPpjUIzNI1KDElkpEIQc/9YSrJqabeI60J4FwNRllzSaJ1jg7d7fc5HMucJ+P4uj7LOgGd41rpDe01nR3bwnHnc6CWy+W4LJrP1bEcaGtPnjwZXwRkm6QuuA/S3eXXbB/11u3a2NiYtM/flo8d1Ls6vTMMwyR3zzCfwGzBm83z5SgGfz6B08DKnCQnozgh5cLQ2d89j0qly+38GGwz8rCRuy+8DnObkkYn5/4fHByMDoTPDWGkQEPgRK4NindC+7tKvUjTxzC4Xzs7OyPoP3v2TJ/97GdHORvwyXJ8E9rR0dHofNxPtzkn9SpGl0ZeOWjrT8qE7JfAIGli5C6ZQuEEby7Fs6Eb1Lzf9yK01nRycjJGWsvl9b0SL168GJfi0nFX0dHZ2dlErytbYvvcJ4M/HxNCx0BZtNYmzoBynItUMn2WZV2m2yMC1URvpQ/UZY4Z03GUqUs6SDs5g77teLlc6vHjx+Pb4qRb0LfsiSk+h7aQ5JFt9Li7TZLGOc+NjY3JApK5cu9Bn4Ym3ebPyfJd0vipEKsmCXuFjN31uW0JJlU7qDyVI/DxOWHFCWbXVTEZTqQ50vENNJYdDZMKJqkE/YxiKAf2J5mT2+TU2tXV1biSKh0qWY6jDbNVT5bx2u4r5ddzqllocMnyfV7mWGn4TB0wOmA9PD7XZfN4Aq/vPB6GYXxxvAHXN6x5ZQZTdQZbg4BB3ys8GFmlHDLFkwCfDi8jP25jdFN9mG7h8Sn7dexyzp4ZWcxFiFU72Ffad+UsPM7SLWDb1nzewcHB5J4ZXtvAnQ6ScuUYeIFBptbM8B0Ruu+OlDOCyPKuA32G0znwOdtfLUPj//wQkLgCwcpBJWG6w+kasoUUfNbn4v+8PtMtXh1Dg7dR28D5FEYvN2NenimJZPpeacAQmoq5LuhbBgT95XKpg4ODMXIx+NtI3A4zlOPj4zuG68LjkznSoClfsnYalNuezo1g6HBamj5si8CeaTzXwxuA2H4+u8bMzEzt7OxsnMtxOmG5XI7PajezzEjFoO88NJ/LlHZS6R91eO5DBjzH6lOnE5Sp67Q358IlTezA5+ddwpnaq5h+1d9M4xFPchGH+8lUn/XcqRY+4M7pTD9FgDZh3eNNhbQz6g/lTF1mm5hx4Eox6+Rcudegv1gsxlvLXQwqVgSnNaw0XoPP/L4Hhmv2M9XDXD9Zg69ZFQ4AWVSlZFz+5eflOJXiJy2yTUzvkDEl+/dTGF0X3/ebE05WugR9LtHrsZAESLJgMiePi0GfL/WQbucdqMxmLHx5yzqF/fA3ZU/jT8DKvvDOSi/rSzbLfmb00Aupsz2WQaYWq5QFgSDl7v8M98/Ozu703Wkpr0/n+wp8jl8awzu4OZ7uH/XOJVMhbG81NsnSuY3tTpujbZE1k3xRxiRqlCOdv3/z6ZmWJdNefJkMJ2i9pt+PDzHo+34c2ptZOMfeOMPHPAzD7T0EdHK8JyKzAO4vsxBz5V6Dvpksi2944GobC4M3ZGVe3yt7/DsncslEXGjgPUaU7DABwHlTemGDP9l5rjJqrY2TtFT2ZDQ+xgrGvlCOZFwJ+tL0Dk1PHudYJNuQpg7P16QC86X0NiquIPK1nS8l0LKQsTKVxrHIttEx+X+m4TzGl5eX4+Mi+HRFggQncpl3ZfTn6zEySzny4+MTjFy39UrSJNpg6k66fQYTGeIc6DsyOD8/Hx8H7Mda53xVAjHB05O3JiZ5rLdRVnPgRNmRXacD5BwKFwX0omm22yTD40gbXSwW43p85/H5kEQ7VtdpcklnYJv083dYaKNcOWdHwDRiRjWZ0mYkb5nNzTWObZjdew8K0yR2AgbMXIWT/9OrZt6PhQohTWfZpVvlSKPM3GiGa8mEuVrHoG/HxMijtTb+TtBnHwjw7FcyrIoN5zflTGbvbTRWGl8aPNvB9BPlm2DNfKWdUwIY607WS3DgGFR9q8DGIEZHxFA/00vc520pp9Rdj5cjtl5EWJEJA7b3Gey5pJAvv/E1fWwF+ldXV5N3GDCNRXbPPmdapVdWpRiqFBJ1IaOBStYkGqyzAnzuT1afoM8FEJZ/Pl/KssjsQKaqrPser2T4zt2TufsaTHNVKWemlJOUzpV7DfqVYjEfWK2zr9bfV4KrwswsVdiaAk7gr5xFPmiNfXN70klRgQiUnARlP9K7V8w3ZZvf1bY0ojzf/U1wJkByBUJVv+vJtEpO2vfYc7ZprlSRAIGUbIkOm2m7dOSZXuD2ddrkNiTpSHac18zjOSnLenkHey7FdMoitxMcc0yYrkyikc6Pq6Ssv3zSLVelUK+pKyQhJBvUf58354hczOItD0dD1mW+h4KRkj+OYk1S3G47IduvpEkkXTkul4po5W9GNjkmqYdz5V6DfhaGRWT3nCgka2aunukg5sQS+NNIbXAJ9BXg8xHD0nRNNo2Jnpxr89knMn2CU7Iv3hJe9SUZcOZlGS1YMXNtMY3WwJu/Cfp2sGQxloWNggZM+c6tHqlYH2XTc9L5vzqOOVyCpI2bt9Bbllylw9STgYz7sr3sG6/hsc0IUtKdNhmQvM95Y17P5/MNUFyaaYbPdelJUDjByXYxsiO4u7Av7K/llGkwHleRkQT1HE/aQJY8zrKyHNxnryIbhtv3djgacmREB2Qb9JgYZ9x3f7MP/s10Ya/Q9lJvPO6bm7ePkO9Fsiz3HvQzRCZgM41TMXqGUhkWZaEnTUETiKr0ThWaExi4goQpimwnl1+ynwn6mUbpOaxVqRyGiFl6IXJex8ZaORtGMtL0BRKUu/cRRLO9vTGj00kWzHHl7xwj94GTuKkXvF7KjNtd+J9gVPU/AZ7sjakZt81s2fo1DMMI3FW7yGwJ8AT9CuwTqHoRcY5lJe+5ffm/YsWZCmMqzt+r2kZd4+onRuN2YJa3pMnY+LqWBdMylV3zXhP2JbMNORdBB1fZLvtNXbY9zJV7D/rZAQuVd9LmKh6uRqEwMxyWpu/wJHvxtfyd4O2Pw2Mbk4HNbJY3vdhgOSfhSIQvpuAkb97FmOGs+8ZUluVDxuSSIXka9DrhceUokun7+n7qoGUoTR9w5vE0cDGtlVEK25fskQ7D2+msPRaMxhj9XF5eju8RsNGzbtfnNpCBU84GLLO4TAmxr145QwDiEx1dl9di+y5Pg74Z6zAMOjw8nKztp94yIsjHCXhy0m8q42Q2UxfM53Nexf2vPmTwZPf8eLvbSuBKR0lH6nHjOFIvfAx/e5zs7Jy/93+Pp+XMVx7aoXLZrFfY7e/vj5jj+2R2d3d1eXk5Lso4PT0dx87nejk2bZZ6zVQR+2ddbq2Nk/eMmN71oF8xIwIDl71lHj8ZAoGAQOLJyFz1Ik1TCjkz7hDQhnR+fl7mPn2MnQrX1TNFZafF/QwBE/joAAj41byFlb4KNymPLCm/TO9QjmQ/bpeXtEm36QneuGIHaXBz/3iXozSd3HNfMu9b6U2y3HxshHQ92eZVLMxv+3w6Dsog0y6cnPX+3oTtcnl9163Hy07Azo5r+f30Sb4Zy+1y2ubw8HBcNeLVUgTaBH3/5/ua+UJ6OsZkpNYFRruWVeoBn9FDx+lvn0d98DbqqgHNoMZr87zUEZ5v7LCzWyxuXynqbwN0a210vHaGBlk+vpygL2myAi9vmHMk4TZ6rClj2h0/mUWwY7IDsFx6dsxyr0Gfhs1tLlVKIQEgQ3OeS4VxPi/BwwOSIaV0GyZyRYQViyzR0YCvR0BOgJ5LR2UKgcrO88iUmYMme0qwTtn2xoNGn5EBHZBlwHkJjyUdGR0z0yDZ9l4hiLL4WgzJmbPP0DjfgGQAcN08h9vJ8jk+TEu6n95vwCbIG8C9csugl6zUdbudNv7Dw8Pxjma+YtRysHMwsLvtBHumedJW/E1dyag3WT6juBwrRgIZVfnYJBOuh8tpKXuSGreReuJttkmnckwMrq6uxjvUvc9y913ruSybkbnJikGe//PTA3m3sYpSmI1IHbYcf1MwfQoimSTZfvW7x3qzJADwev6doE9nkcbC2Xw+t4PpIWm6+ibz+Pyd+U1f38ewjTQq9o2K1EvNVPsqpl85xmq8/D+ZcVUHJ9NooKnsHicCRRpJpn6yHhIAjxHzuhwnbydL9ZhUd966fwQ+Ms0cm2S2ZMLS7UvCDTjZZveHE7mMcl0PmT4jGYJ9PneHcvN1meJyuxmR9caWjDW/SeyoI1l8ncyT8zxGrakTdgp2pI6w/N9j6n1MqzmtwxfqkPjY7hJnPB7rlgT7bD9JiGWQ8xtJgLLca9CvmKTTIblSh+v0+VTCaqJFqoGvJ6xVoE9G7wHxfq4GIbvNJadcxePUhtlC5j4pmyoisHGaZZElsf09NvEy41OxQBaPQwIqv6Xb1EsFNHTK2V5vn1N0OojqeMvLhs+20cCra7NdHiOupvLx6RiriJQRhttkvZLurt7J1FWmMdw2RznSXdD3naa5ioVt5Tf7xPoJtO57Mnn+7jF9ypJt8Jj0mLzbnHM+HCPK2CDutI7778ci2yHQoVrujEit38QpYg/n587OzsrzMn3mvmeKek5vUlZz5V6DvnT3gWpc5VIB59wjkl3IwqRbdkCFzpwmQZ/szaGx79qjcpM5WKmyD/lhTp/PHmFbGCkk0PZAO8PhVSWN3b8roM/tzC+6PwYXyp2FAFbVVYEs+1tFK1VEYGChYThcNiBWaYtMI6VzypRMLktlu6wHBhPvM6un/KxDZvrWH6YNh2HQ0dHRqEOeG6Gs+CYuA56kceKWjq4CktQF2hCjl2T0bruPywhEmi7tpI1R773NMqZztUzN5Dn21BkyfafWzNzPzs7G9I73WS5OgdFJVOkd6fYxIySizEqQgPp3/qcc01aqiJERZdpHVe496CcjJcNlGqTKh88Bfiq1lVK6qzAE/VRcgoWNyeHncnl7Y4eNM5kMPT3bWw16Gh/ZFY2QKRICIYEx5er29q7FOjLf6n3JLlkH2RSBl2kM7q/YYzWGjGjYRsuW7c1ruzB1wnYx/ZB6k3X4eq6PbJc6RBJT1cH+ZJRreXJdNteUs62rQN9y8jyGz6OsKwJBoPfYEti5Xp+Eyf9z3N1n6olBlf3PVArH1WPrb+pIXoPpHYK4J6+5Cs9yMrGTbt8fwcfDJDBn9F3l76vzVhX2NQlIymau3GvQr5glPWn1Fiwy5XXy+L00AoVqRfG2iul76ZuN1cuxXrx4MeYEpdvw2gwgFaNKR6UDSqZvlpggY/DIFUBZjwuNMxkHnUaCfjpN/6ZDYMRD+XKi0YzKx6aBs5356YW0dCJuB1NtlFdOjjotkux3sVhM6nWpVlplCqOnc5krd9vcLj6XhZOPzr2TvbO4fqd/+EA1qX7nNM9l2oSO0fqaaRM+VykZu3XDsvJ5dJKZBqUsfH6mbi0/63o6BJ9Ppu/3F/hBaaenpyOYn5ycjI7VS3lPTk7GiMAT7pzT4QKBKoOQepypWII5naPl6X2M+lwfFwNwzHrlXoO+NPWGVjQ+rqACfObK5tIfGaJLd1cYcBsHJUGfqyKseDZMGxqBkXn96jlBDPcYOhPYGQ5mFMHcJ6/ra1eMIBXyZZlIypVjRqZfXdPsi22sHI9lYOfqttIBzjmvTBlkdOL2+7uSUxV2s908Jpdsel/Wz/4x7Oc8g8/lHIlTinRObK8dBUGfcmbareofbcDF7aYeud20H0bf2W+mNGirdEiUm9NlmSoxKHIRBeWa0bvbeHp6Oi6THYZhvEdjZ2dnvN/h8vJSW1tb4xNIU15sD8efpDNX0VGv6dRcSBIsK0aZFRalvH5TgX4qSq7QyZU6FDANgSDikoyATMGgVYG+vW/eOcmUhj9kiOxPpnYyJKxkkP0gs/Y+5pWTgVCxMhUgTfPyyfR7jIXXN9hQnrkiJMEpjTRXPSSI07AI+jQqgg71Jh8b0ANm/va5lA/lwjZxEo5t83npsCnDHjFhVECGmB9GG06VGAgYoVB3c+zpDLk95U+ZG4wqBp/6YXkRFN2+nJRln5Pp+6Fl3s9202F7vxm68/YGfT5mwfl927Pn66TbdyuwnewXsainWywVuNPGSIqYGiOOcHxMAObKvQf9LOnp+UnAJyBJ0zx2Ggi/E6DIVKm8wzBM0jtmZXk3rtM7DgOp1AT8dFQVEKXhuI1cMcRIw6kBtzsnh3kdRhAV2/J/GqDBPQtzq24f18FndJWrMwjWOf7+toE40uNY81juy+V+PYdpUKbsfL71wW1guqN6pEYyXLeNTjE/VYRKh2LDZ34+C4HPfSRgWM+tty5cjVKljHIcrHvuvxky2+o+XV5eant7ezIp7dSk9YbEin1nhMCHLFq/aHsZ9VgOTpMdHh5qe3u7TO8cHx+Pq3hevHih4+NjHR8fa7lc6uTkZHQQJG+WhduUEWU1PkmSPB7+TznzfiCuLEoC5r7PlXsP+ulFNzdvn5vP999a2HwMA8GMM+7Jev1tgdmYGLpym3Sb1z0/P9fR0dH4THJfy0pD0Gce0Gyven5QxRZ8TQOFld+KkncRVktWvY0OxvVSLpRfGh9ZVTpRFzohOzkzqoqFeDvXmafhM+XBYlnzsQ1k3pat601AWC6XkxtvCNype6218W5XMmTrBFdrWE97rJk6RD0jsPsc/7dTNHBZtwgqHEvrhvVXun32jvXcesvxZ9rE2yuCJE2JSBV5W2ZuH+fg3N7qTmPLIomXj2M6l6Cf6Tpf13bnuTaDvidwj4+PR8b/qU99arTf3d1dffrTn9bp6akeP36sL3zhC3r+/Ln29vbGc2lHvkPX7WJGgPKkLOm8T09Px/dj2L4l6eTkRIvFYnQ+bq91grpazc+w3HvQdyEAJStmqJmfZJTS3ZCZSl19bDQeINebrCl/k217VQb7U6V2Emh9bMUUXLIPdFSsg9f1ebwO87TVsVRiAmsvguL2lE+y0FzRkWOfDJ5trOSVeuPzesex/702ZGGKLKM0yo/beg6gkn1el5O5lGcvjWPHZCclaZKacB28w9VgnRFt2o5LplQoc+s8x7UiYGlT1B1+eEdyjkeV02ebGV3a0S8W02fn015NAlwv7Tgj1Uo3OH69/dX2udLDK6l+/ESvrHy6VmvtB1trv9Fa+wfY9p7W2k+01n755vuVm+2ttfYftNY+3lr7+621r8U5H745/pdbax9+qd6i0y9zLD8uBJp1AL8HUlUd1ba5UoHTHCitW1Lhek6lV/8qJa0Uulc/r121b04OVduzVLLO3xni53bv47kVUGdJIEkw6J2T+pP5Wv7mTW1557BDfgMTHzPB3C/PSQDrOeIEtWp+iWVdXa3SRRVhqEhZdfxcHdX26rq9OnrHufScekXmKj1+o/ZdYVASqLmy+pGK0n8o6Vti2/dI+slhGL5G0k/e/Jekb5X0NTefj0j6funaSUj6c5J+l6Svl/Tn7CjWKesAaB7P86hEZEhpGDSQanuy1aq+yolQCc2kVt2Iwd9V39PR9PpfnT+n0AlcKUuORfU7P61NJ+lyLPJ3An7KI1NSlVzmtuf4pFNYVd6oHlb7zDAJxBVoM5/L+z5y29zH9fIpm3m9nuPK8VgFVnP6Kt1dIZe6wGPmCFpl03aiFZFbl+ClnqYTsZ5Kd0HehbKq5up6ZCnlnoU66rak416loytBfxiG/0LSq7H5Q5J+6Ob3D0n6l7H9h4fr8tOSnrXW3i/p90r6iWEYXh2G4QuSfkJ3HUm3VIA4xwZ7TNfbij52AS0HPn+nsvbAj4O1qu3rKMUc8+V3tY/tlObB7mXZSKW4c3X02uTSA/eXKesC9ToGs6r+Km2z7nUTwAhCFdhVuslzEsyryKICxTcqgwSklE3vPB6bY5BgWx1LPc4FBD2QrxxD1s9jKjuWavvsLczw8dXvrNNljtxkpFnJrypvNKf/FcMwfOrm96clfcXN7w9I+nUc94mbbb3td0pr7SO6jhLGx5Ji38pPHpcCSCH1GGB6zVQ61l2xkcqRLJfLCQNYFfb5GrzWOiCaCs+VD/xPuZJp+7xsT8855nded06+aYhZeqDZAwO2JaOlCohy2xsB/nUcY9ZZ6eaq8xN4UgZcUcLVIM6rt9buAH3qLcffoEVdeKPtX6d/+Zv9qwCOsujZcmW/eU46w961Uleq1GXKKB1Bj8zNEVXWlxHEOqQiy5ueyB2GYWitfdFGfxiGj0r6qCS98sorg18dKN2u3skwMwVXDT7/V4rQAwXXz9UIDOV8dzCVwy9S4LNUtre3tb+/P/bh4OBgfP45VzR45YevkawnWcByeT155RdnuL1cCcRliuwD63H9Kc+e86yOYzvdfvd7b29vrIOPXPD65wSZnJjqgTEdBld7uD2UWYId9/sY3jDnwpvkqtU1dla5+irlQVlT9p40dD1eccQx6QGM/xPkPaFrtr9Y3C6r5N3htA3rjFcgeVVcXo8MONvAvlOH+cgC3oToc7wiiv2wjhJguWqMK/ak28cj5ESuz6dsvd0PZrQNXV1d6eDgQI8ePRrtcnd3d7x79/Hjx3rx4oUODg60t7enJ0+ejHKyLVvuOzs72t/fH+1yf39fFxcXk9VzfAy2VzB52ahlsLOzM/Zlf39fwzBoZ2dn8sIf6m7v7mqWNwr6n2mtvX8Yhk+16/TNb9xs/6Skr8JxX3mz7ZOSvjG2/9S6F6MRS9Obbqxc+Z8OwEzW5xJQCRQ+nuGZz68MjgacTCLZv5U5vXN69swRVsaVciDwzKWB2A8CfebOqwko9yOXElbtdNvSEfsY3j5vIyQw+/g8L+vPaKQXEeW3f2e9Paef/zl+jJDyeLI8lrx2r488vipVvXZQqWN0Or3rV5EX72dwfxNUqhSECY/Ppf3R6bqt1JNMExGUXXg/hzS9Yc3trBi7r19NmvP3MAyT+Zac2/N+98EyJCHojXFFMOmcbBNua4UpWU+O+Vx5ownTH5P04ZvfH5b0o9j+R9t1+QZJrw/XaaC/JembW2uvtOsJ3G++2bZWqdhGD2CpsPxOZV71SWXw/94ArCrM71W3ZFcKUvWrMs40kl5dWS/ZbsqtBwTZjnRumTLw+HEMe0aUjiRv0e8536rfuS9lzNILo6treyx7YXv2d505CY5FNUa5wGBuW07QVp/U65Sd28x7IzgmfFRItVqFUXGSh2oce2PKsUjSV21PeVfjOkeAsp1V/7mfL10i6WCkYgeQ/e7JI7MJc3r4RstKpt9a+491zdLf11r7hK5X4XyvpB9prX23pF+T9O03h/+4pG+T9HFJJ5K+S5KGYXi1tfa/lfR3bo773wzDkJPDvetPvucmPivnIM0/YtcfrtO18STLSFaXQJnX4bUz0ug9MmLOMCq5VGBH4PB/spHcRsCpnBD/z9VdHZ+pEMoor+3jXTIasTH5mjR6Gt3Lgm7V5qyXERrrpsxWjV3WW632cnFfzFzJkH28V+FImoC/685lmtL0vQX+T+ae/cw01TqAUzlX99NpOLJ29pupo5zjod4wcumRmMoOmfpKO6ctr1rS6mtXTwPI/wZz/6eseyBOPenZFvtMW1nF+FeC/jAMf6iz65uKYwdJf7xTzw9K+sFV14tz7oR0vguRHnEYbh+kRMES6DiovJOyUlDWm4rPtvjbuUXnSp0TJqhSGaTb58f7iX0JjJk2IdByoDNtlHff+puhJ/vkc9wmyiC/U1bJbvnb1+Cdkp6zqI7Nu0Bd0mgJHsMwTHKazOe6n3mLv/dzlUdFGtIBZlSVbNt9zUI2mKDZi04q9kr94ZjwRioyRNZBvcvrUTc9BryrPUGqiprogHs5ffeVD0p0nXxsQQVktm+mMPMxDE6JVHdde+w9Hh433z3NMd3b29Pe3p52dnb04sWLMTe/WCzGpwBQj6lLxBdf35hA5+ExyTZy7Kl/lHFGUzzOdryK6NzrO3Jt1LmNypmPG8g18FYAAl0yzGSS3G6wodc3k/JE5OnpqU5PT3VycjIOoh+54Ofy+LfbZ2XybeHMn6Zx9Vgs23pyciJJ4ws0KCOyjnwCaToTK3IyWB+X0UHW4XoMxhcXFzo5OdHx8fG4z+1o7fbZNmaurtdjVjk6F/eTE/yun0ZifaAesB983omfEeRjvY8Tqxx/Pksoo6TKwVGPCQxkuNT5jBKzEAg9+WgyQFvI6DQjBjNwRg5eRMExqACVrDvZL4FZ0uTxCT6Hq/QsVxIvExbm0D0J67qtO3T8JDH+bXt7/vz5+ETNYRjGR6gsFgt9/vOf1+7uri4vL7W3t6fPfe5zOj091fn5+fgYhsePH+v1118fn9Z5eno6sW8/ktnt8pM6OZYmsNTHw8ND7ezsjOPhqOzo6EjDMOj58+fa39/X0dHRhHAQIzJCynKvQX+uZIohPy5VCJ3MjZ8qnJOmxpKOobp+RhduUy8V1esjv3v9rhxYysLbe3XMXa8n44qpVtszFZXA0aurl2qqZJRtzcikamdGer3rJEuea89cqRwD8/HUkRzbakUQI1b3hUs0/Uk2W9mBnX06lnXGYFWf+TtlyMiW2+d0jfKZs8Gsz9fLsc86quv3Sqb2cnu1r1fHuqVqe0XieuXeg35voCvQcknlzfMY5nOw0xB6QE5QzTYQgHslB7lSUH5yMHt9r3LLLi+b255TxJcBv6qeCoDz+HUdI+sg0PecWoIpZdzrUwWG1f68Fo2R7axAx3qZfWdk4ciG8wHUWWn66kFu74H+nJ5V6QVGeL1SRaOrzlmnVCnGd6qsA+Ivq8NVvXN95vaM0ufKvQf9qlSgk8pr5cx91blpgHmdqvQ8eTXLbkDI+YZqgN9o6V2fE6ncnoZZAe/ctSznXj+yDXPGX10vU1oEHJeK5Xk760yA7zmtngwS8JMVZh3rGGke26sr+1MRkSQd1n+mI7l/TsdzzFLu1mFGvJnecT2cX6JDoz5kOpb1ViTG5+dEKdMmadvczrk41+X9ee1ME1a2Vc2hZJvXta0eplTX7NldZSdZ3vw97m9xqcKmFH6lCFwLnoOTQsvJMV6r16a50jPgajB6ADnXzwq8q/bPtXuVYa37qa7Z2065VMy5cuJzsnuZsirS6RGInmPJsm771tGvl61nVek5m1UORFrvsRK96Lbn0CrnXR23Tvvn+jRH/NIJVgy5ihCrtq4iMS87zuvoyJvRw3cd008jrPLveTxv3MjjWUdVd2/AXxaICNhk3myn6zQrSUZJFpdszm1xDpf75xhE9km6vbGGTJtKxnx87nO7q5UJuT/TDGRebF8amKMmT9wle0zHVDn/lCfJAqMjRmi+HicVWZJcJJt0P5LVVqwtx4elF8LPgUtGP9U5VVsypZNM2sesun7VHul2ToPbGZ30nFHaf+/Y/O5F9dkuliRdlIXP4X+OK2VEHX0jMss2VaUanyzvOtCX+l498588NsG+95lTJOZFWb9LxXAr5s4VJXOsuAeaPUYyJ6ME0ArsCQzrsJ7ecTQw9y3HI+tJudDw6QhzG4E4V3tI0wlQ1+9rpoFwuaFX69Bx+G7JBG2en0seebwL216NKWVLQKQ86Tyr87itSm/19CvHqwdmmUZYB7yqa3sMuOyxB/DcVslwjjClXNLRrCpVhJupFpI57usRmkwfcQ4ox2Bd+f6my+lXzLga7N4kbq+uKm2RDIeGT4DJgeMAs65qO8sc+FaMt2JuBNuMCFyqnGmG5wSK6jb8BN0cFzrgChh6oEOG7ePdTzryNDyy85zwpD4Q1FO+0u1ywh7ot3Z7Fybl6+PyBfd5X4L7wzXadlrWK+/PNdiMRLzWnPc2+Fi+zpHj5MjE53gc867niqRw/Dk26+SPqTMce+b4Kce5OYc5IsJtq0BvVV+Shae+8Rxfj+lk1kvSlZFC1p3nVtvSdrPObENV2jpe7p0qrbVDSb/0TrfjJcr7JH3unW7ES5R3U3vfTW2V3l3tfTe1VXpo7zrlnxmG4cuqHfed6f/SMAxf9043Yt3SWvu7D+19a8q7qa3Su6u976a2Sg/tfbPl3q/eeSgP5aE8lIfyxSsPoP9QHspDeShfQuW+g/5H3+kGvGR5aO9bV95NbZXeXe19N7VVemjvmyr3eiL3oTyUh/JQHsoXt9x3pv9QHspDeSgP5YtY7i3ot9a+pbX2S621j7fWvucetOerWmv/eWvtH7XW/mFr7U/ebP/zrbVPttZ+/ubzbTjnz9y0/5daa7/3HWjzr7bWfuGmXX/3Ztt7Wms/0Vr75ZvvV262t9baf3DT3r/fWvvat7mt/xxk+POtteettT91X+TbWvvB1tpvtNb+Aba9tCxbax++Of6XW2sffpvb+39orf3XN236T1trz262f7C1dgoZ/2Wc8ztvdOjjN316c09NW7+tLz3ubxdmdNr719DWX22t/fzN9ndUtmXp3aX3Tn4kbUj6J5J+m6RtSf+VpN/+Drfp/ZK+9ub3Y0n/WNJvl/TnJf1bxfG//abdO5K++qY/G29zm39V0vti2/9e0vfc/P4eSX/x5ve3Sfp/SmqSvkHSz7zD4/9pSf/MfZGvpN8j6Wsl/YM3KktJ75H0Kzffr9z8fuVtbO83S9q8+f0X0d4P8rio5/9304d206dvfZva+lLj/nZiRtXe2P9/kvS/vg+yrT73lel/vaSPD8PwK8MwXEj6mKQPvZMNGobhU8Mw/NzN70NJvyjpAzOnfEjSx4ZhOB+G4b/R9Sskv/6tb+nK8iFJP3Tz+4ck/cvY/sPDdflpSc/a9Uvv34nyTZL+yTAMvzZzzNsq32EY/gtJ+YrPl5Xl75X0E8MwvDoMwxck/YSkb3m72jsMw98ehsEPDfppSV85V8dNm58Mw/DTwzVK/bBu+/iWtnWm9Mb9bcOMufbesPVvl/Qfz9Xxdsm2KvcV9D8g6dfx/xOaB9i3tbTWPijpd0j6mZtNf+ImZP5Bh/i6H30YJP3t1trPttY+crPtK4brl9VL12z6K25+34f2unyHpkZzX+X7srK8D212+dd1zS5dvrq19vdaa/+f1tq/cLPtA7puo8vb3d6XGff7Itt/QdJnhmH4ZWy7V7K9r6B/b0tr7ZGk/0TSnxqG4bmk75f035H0P5D0KV2Hdvel/PPDMHytpG+V9Mdba7+HO28Yxr1avtVa25b0+yX99ZtN91m+Y7mPsuyV1tqflfRC0l+92fQpSb91GIbfIenflPQftdaevFPtuynvinEvyh/SlLDcO9neV9D/pKSvwv+vvNn2jpbW2pauAf+vDsPwNyVpGIbPDMNwNQzDUtL/Vbcphne8D8MwfPLm+zck/ac3bfuM0zY3379xc/g73t6b8q2Sfm4Yhs9I91u+enlZvuNtbq19p6TfJ+lfu3FUukmVfP7m98/qOjf+371pG1NAb1t738C43wfZbkr6n0j6a952H2V7X0H/70j6mtbaV98wv++Q9GPvZINucnU/IOkXh2H497Cdee9/RZJn9H9M0ne01nZaa18t6Wt0PXHzdrX3oLX22L91PYn3D27a5VUjH5b0o2jvH71ZefINkl5H6uLtLBOmdF/liza8jCz/lqRvbq29cpOu+OabbW9Laa19i6R/W9LvH4bhBNu/rLW2cfP7t+lalr9y0+bnrbVvuNH/P4o+vtVtfdlxvw+Y8S9J+q+HYRjTNvdRtm/5TPEb/eh6BcQ/1rVn/LP3oD3/vK7D978v6edvPt8m6a9I+oWb7T8m6f0458/etP+X9DbNzOPav03XKxj+K0n/0DKU9F5JPynplyX9vyW952Z7k/R/uWnvL0j6undAxgeSPi/pKbbdC/nq2hF9StKlrvOv3/1GZKnrXPrHbz7f9Ta39+O6zntbf//yzbH/0xsd+XlJPyfpf4x6vk7XgPtPJP0l3dzQ+Ta09aXH/e3CjKq9N9v/Q0n/8zj2HZVt9Xm4I/ehPJSH8lC+hMp9Te88lIfyUB7KQ3kLygPoP5SH8lAeypdQeQD9h/JQHspD+RIqD6D/UB7KQ3koX0LlAfQfykN5KA/lS6g8gP5DeSgP5aF8CZUH0H8oD+WhPJQvofIA+g/loTyUh/IlVP7/5Qx6VfugrQ4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_image_feature(s, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_image_feature(s, 50)#这个做了3个试验  从5到50只增加了45  但是图片清晰度增加了很多   从50到500 增加了450 清晰度有提升 但是性价比不是很大\n",
    "#所以 从这里看出  可以用少量矩阵维度表达大部分的信息。比如这里只选了前50个特征值  但是图片清晰度已经足够了  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_image_feature(s, 500)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
